{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib图鉴——基础散点图\n",
    "\n",
    "## 公众号：可视化图鉴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.2\n",
      "1.2.0\n",
      "1.19.2\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__) #查看Matplotlib版本\n",
    "import pandas as pd\n",
    "print(pd.__version__) #查看pandas版本\n",
    "import numpy as np\n",
    "print(np.__version__) #查看numpy版本\n",
    "import matplotlib.pyplot as plt \n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  #设置中文"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，代码在以下环境全部通过测试:\n",
    "- Python 3.7.1\n",
    "- Matplotlib == 3.3.2\n",
    "- pandas == 1.2.0\n",
    "- numpy == 1.19.2\n",
    "\n",
    "因版本不同，可能会有部分语法差异，如有报错，请先检查拼写及版本是否一致！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = {'a': np.arange(50),\n",
    "        'c': np.random.randint(0, 50, 50),\n",
    "        'd': np.random.randn(50)}\n",
    "data['b'] = data['a'] + 10 * np.random.randn(50)\n",
    "data['d'] = np.abs(data['d']) * 100\n",
    "\n",
    "plt.figure(figsize = (7,6),dpi = 100)\n",
    "\n",
    "plt.title(\"基础散点图——gallery精选\",fontsize = 15)\n",
    "\n",
    "plt.scatter('a', 'b', c='c', s='d', data=data)\n",
    "plt.xlabel('entry a')\n",
    "plt.ylabel('entry b')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cbook as cbook\n",
    "\n",
    "\n",
    "with cbook.get_sample_data('goog.npz') as datafile:\n",
    "    price_data = np.load(datafile)['price_data'].view(np.recarray)\n",
    "price_data = price_data[-250:]  # get the most recent 250 trading days\n",
    "\n",
    "delta1 = np.diff(price_data.adj_close) / price_data.adj_close[:-1]\n",
    "\n",
    "\n",
    "volume = (15 * price_data.volume[:-2] / price_data.volume[0])**2\n",
    "close = 0.003 * price_data.close[:-2] / 0.003 * price_data.open[:-2]\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (7,6),dpi = 100)\n",
    "ax.scatter(delta1[:-1], delta1[1:], c=close, s=volume, alpha=0.5)\n",
    "\n",
    "ax.set_xlabel(r'$\\Delta_i$', fontsize=15)\n",
    "ax.set_ylabel(r'$\\Delta_{i+1}$', fontsize=15)\n",
    "ax.set_title('基础散点图—Gallery精选—Volume and percent change', fontsize=15)\n",
    "\n",
    "ax.grid(True)\n",
    "fig.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KMIXy9NPqvOsue5NzCgpkzp+v9Zs2Kfe66zR25UoNLCtTS0uLsl96ScO+9z11XH65NgeWQbLs2KHshx/eXzonlB/9SJuamnyfU07O/vB7xRU6sK1t/9jDX/9aGysq1P7aaypZuVKDTjpJtf6TgaZM0bHPPafh8QyZ//ynyp95RiOt1kXr8bPP1mHPPacRTz+tAYFh6z//0YC9e5Xz2GN658ILe38JuOwybfnd7zTxqac01D9kvvyyKsvK1PqNb/R8zt698ixbpiHWzytXqt/RR2vvsGFqLyyUt6bG98UklIMOUov1JeOb39S2ww7T8oICeS+9VFOsmedPPaUPrO3//W8VHX20Trr+en384x9ry7BhmjF2rBrfeEP/sf3GAUAIhEyktFtv1biFCzU8O1teK6Tk5sp7zz068NFHNdoqLST5Zsju3aucnBx5Z83Sl6zH2tvlueQSfXr99ao5+WRNs7oj/Vmv7fX6ZqhnZ/tqXgYK9Xur1FF9vV7271YtKNCpubkyzzxT9ZK0YoXKXnnFN4N93Tr1GzRIzcXFoVsezSg6h+0859ZbNfKFF1T5/vsakJ+vjvPPV81ll2nz8OFqu/FGjXvoIY295x4dWFGhfZdd1rum56RJarZba3LJEt//dnbuH+/6v/+rsf4z4H/0I22qqFD7CSeosbVVC62Z8J2d0qJFKquvV94XX/hagONlwQLfCjumKePSS3Ww9fju3b7r5dVXe4fMbdtU8Kc/6d1gAVOSxo1T6+GHa+eyZRqyZ488xcXyVlWp4JNPVHreearOCRg9/Pvf6wBrzO3KlSq78UZNvvNOrb7uOm3+29806MorwxfTf+01vXHiiWqUpLFj1WqNgc3JkTfYl4933/V94Tn6aN9zAMBNhEyktGef1RpJa6yfly1T8Wmn6UsTJ2rXO+/o7VWrVLRypUq+9jVtr6xU+ymnaOqKFRr817/qP2ed5Qt2llWrVLRnj3J+8Qt9cOutwcdz3n23hv7wh5r64otaPmfO/hZNy9NPa8A3vqFjH3hA//7Od/ZPGrJC5nvvqZ/VxS35Al9u7v6fZ83Sjvvu0/hNm5S7erX6T57cex/+Ojp8way6WoWLF/sKuYfy4Ye+iUUtLZGXiz36aDX8618a8rvf6b1LLtG2a6/V+GnTdNKRR2r7BRfo81tu0Sv//KcGvfiihlx6qbauWqX+kV4zFKubfO/e/f9/09yslyXpyit7jin0eKStW5Xzm99o1IoVGvDJJyptbla2x7N/slW8bNrke/8WLeq9FKgkbdvWuxVx3Dg1XHWVasO97le/qi033aQBjz+uwVdcobq//lUVknTJJT2He+zbJ8+992rs+PFqWL9epUcfrV07dyrvxht12KGHam9Bge8a++ADvRLYqt7V4n6stU0gr1eGYfQOmc89p8qSErUdcwxligC4j5CJtNDZKc2dq5G/+Y0mDB2qfc8+q3dzc2U+84wG//a3mnj44Xpj2DC1P/usVp96qo74+tc17dvf1sbbbtPGQYN8E2umTlXT6tV6fdAgdYQKmQUFvkDoX8Dd3+DBvsDkHySl/cXagxVI92/xPPts7RwwQC233KKxq1ZpwG9/G36FGmtIQLAJHqH4d0OHcuqp2n3qqVpp/Xzbbdo4fLhaHntMI6+5RlO9Xr137bXacs01sc9APuQQX5f7li2+EOfPP3hKvi8CJ56o4zo65DnhBNXNnq26L39Zu+69VyOefVYjYj0WO7Zu1f/ZnVV/0EHaE2mb73xHtbfeqklPPaWhV1yhuoULVTl0qJpOOaXnqkvXXadxtbUqfOQRrbzkEh0tSf/4h1bPnatRJ5yghqef1kBJOvTQ/TVWA1nXbyD/VmTLli3KefVVVZx+ujaHKh/12GMaNH26GkeP7lkVAADsIGQipW3erNwHH1TlAw9ozObNKvryl1V7zTWq3rZNubt2Kdsa77d5s/Lee0+Fzc3y3H67Pn7gAe198EGN/+tfNebkk1X7zW9q67e+pS+GDVO7NYM8GKtLsaws+IzvkhLf46EKmwfrLg94fV1xhTbcdpsmDR6s5iuvDN8KdtZZ2nnwwb4JIXaNGhV6jGcwX/mKpubnq/P007Vt1Sote/NNlZx2WvgWVieOOEJ7+/dX22efqd/GjcrzL2P02Wc9u8DnztXYvXuV889/6i3/lui77vIVDY+nUaPU9M47GrRqlfr5t2Jv26bsP/5RB0yapL2husXDqaxU+zHHaPvy5RqyerUKq6pUfvnlPceW/uMfGnDvvRo/ebJ2/td/6YtLLvE9PnCgOu66y1db1Pqy8txzeiuwpurSpSq7+mpNDZwQZLGKrfu79FJN6uiQ50c/UrX/4+3t+7+k3HijJjU2KqehQf9yet4AQMhESrvwQh32xhuqmDRJ9X/6k94fOVItU6dqRuB2F12kY6z/HjtWjRs26I3zzlPtTTfp4Jdf1vBgM7N//GNN+fGPNUWSnBZhD8V/SclQcnPl7VqtRV98oZxQqxM9+qgG/eEPGnfZZar53vd8YfTjj5U/ZIjay8rU6fVKv/2tDigpUYcVVuvqlHPjjRp31lnadvbZPYcLBBur2dCgrPx8dS5bpsEvvKADfvhDdR5/vLZ5PFKw4QJeb8+WWTuysqRzztFnDz+scT/8oSYsXOhrvV2zRoVvvdVzhaXt231d0qNH7w/Kjz6qQYsXB+/CdtN552nr3/6mUb/5jcaefLLetcol/fa3Gvn732vCz36mDyXnIVOSzj1XW5Yv15BLL9XhXq/03e/2bCEuKVFnQYE677tv/9CQQNYXoI4Oqb29Z2gM1lLpzz9ker3Sf/2XJv7rXxp23nmq/tKX9neV5+Wp8733NODb39YE05SsL3ZOzxcAJEImUtxTT2n1f/6jfqee6utabG+X6uq0qLjYV8rlzjt1wC9+ocOWL9drRx7pq3PZ3OxriZk9W7tnz9bb69crf/z4/aGltdV3w/3xj/XRN76hbffcowMeeURjW1rsFWIP55VX9KZ/V/oJJ/TsPl+5Uv1uv10Tzz9f1StWaOCpp+rIN9/UO/379+7mfPBBjVy9WgMGDtR6SfrNbzT8+us1+ZFHtPK//ktfeDzSn/6kcQUF+0NmQ4OyHn1UYzZuVFFgyAzWjV5aqs7nn9f7nZ3Ss89qwF//quFLlmjo5Zf3LnTf9RpGNLUqf/97rX/9dQ1+6SUNnzJFBWPGaO/Spar0ense0wknaMfy5Rpyxhk6evp0bV+3TsWrVmlgUZHa9+5Vzo4dyvZf5tJNZ5+t+rPO0mfPPacRBx2kE485Rju2bVP+smWqGDNGjT/5iW91nGhccom23XCDL8AddJAajjii51rtp5yi3UuXalm4Ndyt8blf+5pvUpsT7e0yOjp87/W996ryySc1esIE7b7/fn3kv93ll+vTX/9aEx95xFeeqqREbTff7Lv+AMApQiZS2qBB6jjlFO2uq1NOv36+upSBRbH95ebKzM1VZ3Ozr5RRc7M8/gFTkvbu9XWxDx2qlqOP1t433tCesWPVuHOnsq0g1tnpC2yNjb5t16xRv23blFtV5RtXGDgJxWpZmjJFe63j83p7riC0caPyzjlHR48cqb0PPKCPPv5YBccfr+OnT9e0hQv171Gj9rdorl6twjff1JCDD9bub3zDtxrQuHG+sY1r1qhY8pUzOv10bbn3Xh24eLFKZ81Sw0EHqaWr/M/QVatUNHXq/tBihZTFizV4+/beM+wl3xjDkSO1YeVKla5cuX+i0YYNvlnI7e3RhcyyMnUuX64VV1yhCa+8osp161R63HHadsQR2n377b5VhyTpV79SdUODsp9+WiOeekojhw9X0y9/qTW7dinnD3/QhIcfVsVPfhK/ZQ+feUZrbr5ZjY89ppH//KdGlJer9dxzVT1vntYF+yJgV2mpOk84QXX/+peGnXNO8OM/+mhfi6J1bQWuPmU9Hmziz113aeg112hq4Gu2tMj4xjd02PbtKti+XQXTpumY667Thldf1RvDh6s12MpA/qsDAUAsCJlIedu3K7uyUqeE22b69P1F1f0NHKiW7du1xP+xwGUar7tOm6+7znfjtybajB+vWdbvc3PlvfJKTcnLU6fVZRk4gzuwlXDhQpXddJMObmuTp7hYHe++q6Izz/R16b/4ov5dWCjv1KlqevxxrTz/fB0zdapOvPderbJK5Fx7rSZ4vTKuuWb/Wt+HHeYLjB98sD/8XXSRau+9Vwfec49Gzprl62q94gptWrJEQ3/xC41/8cX9E4usILxkiYYuWeIr1+NUuPGskVRUqP2f/+xZLUCSfv3r/WMCPR7p7ru1/u67e7ee/f732hjqte2WU+p6P1aH+r3HI82dq5q5c8OvmORkn5ZRo7TP45F5+eXaGm4769oKfK9bW4NP6LLKUUmSfxBubpYxa5aOXL5cQ37+c609/3xtu+MOjb7oIh2dl6fOcePUOHq0mkpL1V5UpA6Px9ft3tYmT1OTsvbsUfauXcr94gsV/P73Whts+AQAhEPIRMobOFAdH3ygV/Lz5bVWPIn0nI4OGe3tMoLdmCdP1r5QAeHii7XtlFP0SnGxOouL1VlSok7/MYjvvafCqVM1w7/Go9Q7ZB55pPZ8+KHKpk7Vjksv1dZvf1uH5eWp8+WX9Y7/xJezz1b9k0/qnf/5H40+9VTfTbyzUzrxRO1oalL2d7+7v4D36NFq/drXtOmUU/aPCzzuOO352te06dxz94+bO+cc7TzqKG2fPr1nTUerJfPOO7XaWknGrtNP1+SFCzW8a1JI1C16fdH06TrqgAPU/PzzGn7ccdoWaaZ2Q4Pv2rKWd7SEqhrw5psasG6dSi++WJ/6j+81TRkFBeq8+GJ9aoXmv/5VVb/9rdbdd5+GLl+uAe+/r7I9e5TT3Kwsr1eGacrwen1jODs7ZXi9MgYPVjMBE0A0DDOaas+AC/LzW+646qr5Z/7udz8J2UKVzlpaenYt790rT2D3ZCLt3KmsjRtVMHq0WqyyToi/AQM0a88e5Rx+uOr//ne953Y5oJ07lVVW1vPLkMVaPCBUiSI3fPnLr459/fUv/8o09US89gEgPdGSiaRpbc1vbGgodThXOX0Ejl1MZsCUpAED1DlgAEW3E23nTi2O5+sPGBC6Zdnj8Y1Tjte+Ozs92rOn2JBCT1gC0Hdl7A0eaWHdqlVTzb17i7gOgTS0YsWxxfX15fskfZzsYwGQeri5I5mWbds2pGHRotllyT4QAM79619fGbBrV9kGqWdxeQCQCJlIItNU3Y4dA5f87nfXlf3730f2WnIQQOp69NGLBj355Hnehob+T5tm/LrkAaQvJv4gqQxD+Xl5LbdNmPDR7Bkzluqkk17dNW7chuZ+/fYmdfwigJ5M01BDQ2nW6tWT+7366kmlr79+YsvGjeP+LOkBQiaAYAiZSDrDUL6kM4uK9p7Uv//uKfn5LXlZWZ1ZEZ8IIGFM01BnZ1ZHU1NR065dZW+2teW9ImkpARNAKIRMpBTD0GBJAyUVJPtYAPRgyjeLvNY01ZjsgwGQ+giZAAAAcB0TfwAAAOA6QiYAAABcR8gEAACA6wiZAAAAcB0hEwAAAK4jZAIAAMB1hEwAAAC4LtvpEwzDqJT0pKSrTdNc3fXYVEkPSTpI0puSLjJN84tIv7O5P0PSUEl7nB4rAACwpVjSVpPi2XCRo2LshmHcK+nyrh+nmKa52jAMj6SNkh6X9BdJd0vaa5rmheF+52CfwyRttn2QAAAgGsNN09yS7INA5nAaMgdK6iepWvtD5kmS/ilpgGmaHV0tl8skDZJ0dKjfmabZZHOfJZIaPv/8c5WUlNg/MwAAEFFjY6MOOOAASSo1TZMlQ+EaR93lpmnukLTD14PdbbqklaZpdnT9vFpSlqSpEX73ppN9l5SUEDIBAADShOMxmUFUSNph/WCaptcwjF2ShkT4XVCGYeRJyvN7qNiFYwQAAEACuTW73Ajys2njd8HcKKnB7x/jMQEAANKMGyGzVr7xl5IkwzCyJPWXVBfhd6HcLqnU799wF44RAAAACeRGd/mbkq43DCO7a+zlFEkdkt6Tb/xlqN8FZZpmq6RW6+eA8Z8AEmzUDQsdP6fmjjlxOBIAQDpxoyVzmaTtkm41DGO4pF9IesY0zX0RfgcAAIAMFXNLZtdknnMlPSzpx5LekPSdSL8DEDunrYyJamFM1eMCACROVCHTNE0j4OdVkg4PsW3I3wEAACAzsXY5AAAAXEfIBAAAgOsImQAAAHAdIRMAAACuI2QCAADAdYRMAAAAuM6NFX8AIOFYiQgAUhstmQAAAHAdLZlAHxJN6x8AANGgJRMAAACuI2QCAADAdYRMAAAAuI6QCQAAANcRMgEAAOA6QiYAAABcR8gEAACA6wiZAAAAcB3F2AEkHUXiASDz0JIJAAAA1xEyAQAA4DpCJgAAAFxHyAQAAIDrCJkAAABwHbPLAfQZTmex19wxJ05HAgCZj5ZMAAAAuI6QCQAAANcRMgEAAOA6QiYAAABcR8gEAACA6wiZAAAAcB0hEwAAAK4jZAIAAMB1hEwAAAC4jpAJAAAA17GsJACE4HQZSomlKAHAQksmAAAAXEfIBAAAgOsImQAAAHAdIRMAAACuY+IPkCKimWQCAECqoiUTAAAAriNkAgAAwHWETAAAALiOkAkAAADXETIBAADgOkImAAAAXEfIBAAAgOsImQAAAHCdqyHTMIy3DcMw/f7t6Hp8qmEYqw3DaDYM41+GYQx2c78AAABILW63ZPaXdIqksq5/YwzD8Eh6WtKLksZLapY0z+X9AgAAIIW4vaxkqaRq0zR3Ww8YhnGSpHJJt5im2WEYxq2SlhmGUWSaZpPL+wcAAEAKcDtk9pf0S8Mwzpb0iaQLJU2XtNI0zY6ubVZLypI0VdKbgS9gGEaepDy/h4pdPkYg7liHHADQ17nWXW4YRq6kfEkbJE2UVCXpAUkVknZY25mm6ZW0S9KQEC91o6QGv3+b3TpGAAAAJIabLZntkoabprlFkgzDuEvS2/KFTSNgW0OSGeJ1bpf0B7+fi0XQBAAASCuuhUzTNE1JW/we2tX1v59JOsF60DCMLPm61etCvE6rpFa/7d06RAAAACSIm93lpxuGsdHvoRGS9kl6TdJRhmFYgXaKpA5J77m1bwAAAKQWN0sYvSNpsGEY3zUMY7R8Yyv/V77JPdsl3WoYxnBJv5D0jGma+1zcNwAAAFKIayHTNM3tkr4p6SeSVsnXdf7Trok+50o6Xb5JQfmSfuTWfgEAAJB6XC1hZJrmS5JeCvL4KkmHu7kvAAAApC7WLgcAAIDrCJkAAABwHSETAAAAriNkAgAAwHWETAAAALiOkAkAAADXETIBAADgOlfrZAJAXzfqhoWOn1Nzx5w4HAkAJBctmQAAAHAdIRMAAACuI2QCAADAdYRMAAAAuI6QCQAAANcxuxywIZoZw4BdTq8vZqMDSAe0ZAIAAMB1hEwAAAC4jpAJAAAA1xEyAQAA4DpCJgAAAFxHyAQAAIDrCJkAAABwHSETAAAAriNkAgAAwHWETAAAALiOkAkAAADXETIBAADgOkImAAAAXJed7AMAADgz6oaFjp9Tc8ecOBwJAIRGSyYAAABcR0sm+pxoWoEAAIAztGQCAADAdYRMAAAAuI6QCQAAANcRMgEAAOA6QiYAAABcx+xypDVmigP2UFsTQKLRkgkAAADXETIBAADgOkImAAAAXEfIBAAAgOsImQAAAHAdIRMAAACuI2QCAADAddTJRNxQlw8AgL6LlkwAAAC4jpZMpBRW8AEAIDPQkgkAAADXJSRkGoYx1TCM1YZhNBuG8S/DMAYnYr8AAABIDsM0zfjuwDA8kjZKelzSXyTdLWmvaZoX2nx+iaSGhoYGlZSUxO9AERbd2ADigcl+ydfY2KjS0lJJKjVNszHZx4PMkYgxmSdKKpd0i2maHYZh3CppmWEYRaZpNiVg/0nlNJxF83+4zOIGAACpJhEhc7qklaZpdnT9vFpSlqSpkt4M3NgwjDxJeX4PFUu+b1rpyNu6z9H20Zyn031I0ohr/+H4OQDgtmj+v2jtrac42n7Szf8X931Ey+mxxeO40vX+itSXiO7y+ZIGmKZ5vt9jdZKuMk3zqSDb3yLp5rgeFAAACDTcNM0tyT4IZI5ElTAygvwcKt3eLukPAY+VS6p3+6AcKpa0WdJwSXuSfCzw4TNJTXwuqYfPJDWl0udSLGlrko8BGSYRIbNW0gTrB8MwsiT1l1QXbGPTNFsltQY8nPS2fMPozsl7GBidGvhMUhOfS+rhM0lNKfa5JHv/yECJKGH0pqSjDMOwAu0USR2S3kvAvgEAAJAEiQiZyyRtl3SrYRjDJf1C0jOmaTqfrQIAAIC0EPeQaZqmV9K5kk6XtEFSvqQfxXu/cdAq6Vb17spH8vCZpCY+l9TDZ5Ka+FyQ0eI+uxwAAAB9D2uXAwAAwHWETAAAALguUXUyo2b4ajwMVfJriAEAkKmKJW01w4yh437cJ0S8DpxI+ZAp3wW9OdkHAQBAhhsuKdyKP9yP+4ZI14Ft6RAy90jS559/rpKSkmQfCwAAGaWxsVEHHHCAFLmFkvtxBnNwHdiWDiFTklRSUsJFDQBAknE/hl1M/AEAAIDrCJkAAABwHSETAAAAriNkAgAAwHWETAAAALiOkAkAAADXETIBAADgOkImAAAAXEfIBAAAgOsImQAAAHAdIRMAAACuI2QCAADAdYRMAAAAuI6QCQAAANcRMgEAAOA6QiYAAABcR8gEAACA6wiZAAAAcB0hEwAAAK4jZAIAAMB1hEwAAAC4jpAJAAAA1xEyAQAA4DpCJgAAAFxHyAQAAIDrCJkAAABwHSETAAAArktoyDQM4wTDMEzDML6cyP0CAAAgsRIWMg3DyJH050TtDwAAAMmTyJbMayV9IakhgfsEAABAEmQnYieGYQyXdIOk6ZJWRNg2T1Ke30PFcTw0AAAQBPdjxCpRLZl3SbrXNM2PbGx7o3ytnda/zfE8MAAAEBT3Y8Qk7iHTMIzZko6QNNfmU26XVOr3b3icDg0AAITG/RgxSUR3+TclVUraahiG5LtQXzQM43LTNJ8I3Ng0zVZJrdbPXc8BAAAJxP0YsUpEd/lPJB0kaXLXvz2Svivp+QTsGwAAAEkQ95ZM0zR3SNph/WwYhldSnWmae+O9bwAAACQHK/4AAADAdQkpYeTPNM3+id4nAAAAEouWTAAAALiOkAkAAADXETIBAADgOkImAAAAXEfIBAAAgOsImQAAAHAdIRMAAACuI2QCAADAdYRMAAAAuI6QCQAAANcRMgEAAOA6QiYAAABcR8gEAACA6wiZAAAAcB0hEwAAAK4jZAIAAMB1hEwAAAC4jpAJAAAA1xEyAQAA4DpCJgAAAFxHyAQAAIDrCJkAAABwHSETAAAAriNkAgAAwHWETAAAALiOkAkAAADXETIBAADgOkImAAAAXEfIBAAAgOsImQAAAHAdIRMAAACuI2QCAADAddnJPgAAcFun19TK6np9sadFg4vzdfTocmV5jGQfFgD0KYRMABll0dpa3fpClWobWrofqyzN181nTNTsSZVJPDIA6FvoLgeQMRatrdWVj63qETAlqa6hRVc+tkqL1tYm6cgAoO8hZALICJ1eU7e+UCUzyO+sx259oUqd3mBbAADcRsgEkBFWVtf3asH0Z0qqbWjRyur6xB0UAPRhhEwAGeGLPaEDZjTbAQBiQ8gEkBEGF+e7uh0AIDaETAAZ4ejR5aoszVeoQkWGfLPMjx5dnsjDAoA+i5AJICNkeQzdfMZESeoVNK2fbz5jIvUyASBBCJkAMsbsSZW656Kpqijt2SVeUZqvey6aSp1MAEggirEDyCizJ1Vq1sQKVvwBgCQjZALIOFkeQ8eOHZDswwCAPo3uciBBOr2mVmzcqedWb9GKjTv7RFHwvnjOQKabdPP/JfsQkCZoyQQSoC+up90XzxkAsB8tmUCc9cX1tPviOQMAeiJkAnHUF9fT7ovnDADojZAJxFFfXE+7L54zAKA3QiYQR31xPe2+eM4AgN4ImUAc9cX1tPviOQMAeiNkAnHUF9fT7ovnDADojZAJxFFfXE+7L54zAKA3QiYQZ31xPe2+eM4AgJ4oxg4kQF9cT7svnjMAYD9CJpAgfXE97b54zgAAH7rLAQAA4DpCJgAAsG3track+xCQJgiZAAAAcB0hEwAAAK4jZAIAAMB1hEwAAAC4jpAJAAAA11EnEwBSRKfXpHg9gIxByASAFLBoba1ufaFKtQ0t3Y9Vlubr5jMmsgwngLREdzmQATq9plZs3KnnVm/Rio071ek1k31IcGDR2lpd+diqHgFTkuoaWnTlY6u0aG1tko4MAKJHSyaQxjq9puYvXa+Hl9dod3N79+O0gKWPTq+pW1+oUrCvBaYkQ9KtL1Rp1sQKus4BpBVaMoE0tWhtrY741WLNW7K+R8CUaAFLJyur63u1YPozJdU2tGhldX3iDgoAXEDIBNKQ1b26e1970N9brWK3vlAV965zuupj88We0AEzmu0AIFXQXQ6kmXDdq/78W8COHTsgLsfCZJXYDS7Od3U7AEgVhEwgzUTqXg0UrxYwqzU1MOxaXfX3XDSVoGnD0aPLVVmar7qGlqBfHAxJFaW+ckZAKph08//Jk1fY/XPNHXOSeDRIZXSXA2nGaWiMRwtYpMkqUmK66jNBlsfQzWdMlOQLlP6sn28+YyKTfgCkHUImkGachMbKOLWAZcpklVQZTzp7UqXuuWiqKkp7frYVpfm0CANIW3SXA2kmUveqv3i1gGXCZJVUG086e1KlZk2sYMUfABmDlkwgzYTrXrX0L8zRX+LYApbuk1VStfh5lsfQsWMH6KzJw3Ts2AEETABpjZAJpKFQ3av9C3N07cwD9e7PZ8W1Nc5qTQ0VgQzFr6s+VownBYDEoLscSFPJ7F61WlOvfGyVDKlHYEv1ySpOxpPGq/QTAPQFhEwgjVndq8lgtaYGjmusSPE6mZkwnhQA0gEhE0DU0nGySrqPJwWAdEHIBBCTZLamRsPt4uedXjOtQjYAJAohE0Cf4uZ40lQrgwQAqYTZ5QD6HDeKn6dqGSQASBW0ZALok2IZTxqpDJIhXxmkWRMr6DpHxht1w8Lu/2Ydc/gjZALos6IdT0oZJACIjO5yAHCIMkgAEBktmUnCjNT46YvvbV8852SiDBIAREbITAJmpMZPX3xv++I5J5vbZZAAIBPRXZ5gzEiNn7743vbFc3ZDp9fUio079dzqLVqxcafjdcqtMkiSeq3fnurLagJAotCSmUDMSI2fvvjepuI5p0O3vVstv+m6rCYAJAohM4GYkRo/ffG9TbVzTka3vdNQa7X8BgZzq+XXbo1MSzouqwkAiULITCBmpMZPX3xvU+mc3Q5vdvfpJNTGq+U33ZbVBIBESdiYTMMwxhiG8bphGHsMw3jNMIyRidp3qmBGavz0xfc2Vc45UniTfOHNybjHSGMmoxmL6qTlN55iHQ8KAOkikS2Z90n6TNK3JP1B0t2STk/g/pOOGanxk6nvbbju4FQ5Z7e77SO1UEbbIpkKLb9UAgDQlySkJdMwjFxJMyTdbprmJkkPSjo+EftOJcxIjZ9MfG8Xra3VcXcu1fn3v62rn1yt8+9/W8fdubS7lS5VztnN8GanhTLaFslkt/xSCQBAX5Oo7vIcST+VVN318wBJzcE2NAwjzzCMEuufpOIEHWNCWDNSK0p73sgqSvPjMm6tL8mk99ZuIEmFc3YrvNntdq9rjC7UWi2/oSK3IV+rYjxafuMxpACIt0y/HyP+EtJdbppmk6TfSZJhGDmSfijp0RCb3yjp5kQcV7IwIzV+MuG9ddodHMs5u1FyyK1ue7stlDv2tNo6rsBQa7X8XvnYKhlSj2O10/Iby3uVapUAAJsc349H3bDQ8U5q7pjj+DlIDwmdXW4YRrakxyV5Jf0ixGa3yzdm01IsaXOcDy3hmJEaP+n+3kYTSKI551jHB/qHrvOOGqE/LlnnKLwFhra6hqCdG73MX7o+4jahWiSjrW1pZ5xouAAa7ZCCdKg7iozWJ+7HiJ+EhUzDMDySnpQ0RtJM0zSD3lFM02yV1Or3vMQcIJAiEjFBJdaSQ8FCV//CHEnS7n3t3Y+FCm/Bnl9elGvr2BtaOiJuc+bhlSHDmNOW30jv1eUnjNbz79eGDevRDClgkhCSjfsxYpXIlsxfSBon6cumae5O4H6BpHPSIhXvCSqx1osMFboa9rXLlHTtzPEaNbAo5HmGev6upraozieY+96o1pQRZSHDmN2WXztjKe99o7rX7wLDutMhBcmoOwoAbktIyDQMo0LStZJmd/3cv+tXjaZpehNxDECyOG2RindpoljGB9oJqE/++3Mtu35Gj3Bphey6xhbNffHDsKHNLW4sqRnpvQolWFi3Ox40FZcLBYBoJGp2+SmSSiS9JWmX378RCdo/kBTRlK2Jd2mixVV1trYL1h0fTfkg/1JM1/5tteqb2kM+31JelNPj5/4FOSG2tH8c0YhlSELgMditBJAqReMBIFaJml3+v5L+NxH7AlJFLC1SsyZW6JqZB+rh5dXa3Rx5jKNdi9bW6qHlNba2DdYd73S8aKhu30huOv0QVZTkdw8v8JqmLnzgHYevEnthdTdqZvofg53xoKlQNB4A3MDa5UCcRNstHXRSTUGOvj19lK6aMT7qFkwr9NoRana2k/Gi4UJ2JBUl+T3ek06vGXYIQbjjiMURI8tUXpRjq/XV7jFEGg+a7KLxAOCWhK1djv1Yu7hvcNoi1ek1ddeS9boiSPf67uZ2zVuyXv+3dn9Xt9PryMn4wlDd8U4Kmkc7ntFj9J4EFG4IQaTjiNaitbU68bevRh0woz2GZBaNBwA30ZKZYJQl6TuctEgtWlurW57/UHWN4QuNX7VgleZrijwew/F1ZDf0FuZmhfydkwks0Xbnek3p+0+s0j2enjOoQ9W4DOTGuFU73fyVpfk68/BK3dc1u9xpcXcpdNWBWIrGA0CqIGQmEGVJ+hY7s8SHlOTpnU936I+vbLD1ml5T+t4T7wX9XaTrqGZHk6197GvrDPs6ocJeWVGOzpk8TKUFuer0mjF35wYbrxo4prFmxz4tWPlZj6UmYx23aqebf0BRrl7/yUnKzfZoyogyx8XdpchfOKMpGg8AqcQwzdTuqu1aL7WhoaFBJSUlyT6cqHV6TR1359KQLTBWWZrA0i9Ib9YXC6l3i5QpXwFz/+LlsQp1HXV6TU2/45WILaX+rzOkJE+//8Zk7djbGnSCitUKt7iqTv9cvVX1fl3claX5umnORM1dWOV4HKW/BZdNi1jPMlwN0u7SSQ3Nqm9qU3m/PFWUhK5T2uk19cjyas1d+JGjY3O6Mk+oL5zWM6yAz4o/SITGxkaVlpZKUqlpmo2htrPuxwdc83d58gpd2z/LSqYGu9eBE7RkJghrF/dNoVqkSrvCpZsBUwp9HflqVNoLmNbr1DW29pjRHdgdn+Ux1NDcpoeX1wRtnf/+E6s057BKvbimd5kmu+x0uYeaSBOspdASbGhBuO0jHZud4u7+gXfuwo/CVh3472fXqrmtUxWlBQTLDMaXCGQ6QmaCUJak7wrs4h1YlKcf/+N9Se4GTH+B15Eb11Vgd7yd1XBiCZiSNLAoT8s37NCKjTslmTp2zEBNGzsg4o040pjK2oBziabUkpPhAE4CrClpZ1Obrv37+5IYs52pGJ+/36gbFsb19WkpTR5CZoJQlqRv82/pWrFxZ48xhPHgfx11ek3t2GO/FTMUK4D97NkPNOPgIXp3066oZo/bYcjX2vv9Bat6tPbOf3Wj+hfm6I6vHhryRuykdNKtL1RpxsFDHJVacrriUrS1Qi2M2c48jM9HX0EJowShLAks8WytDryOrNV27IwxtKu+qV3Tbn/F9spB0TClkMMJdu9r1xUhVkuS7JdqsoYWPLqixnZYdjq7O5ZaoRbrube+UEW5swxgpweAzxqZgpCZIPFeKhCJF22901haq40Q/+3/s3UdhVrS0g31TW22Vw6Kl1ue/zDoe+40xG+q32d728AlICOJtlZoIJaSzBwsG4q+hO7yBKIsSeaIZTxVpNJGlqJcj0wZ2tfW2f2Yda1ICnsdOWlB8xi+0kjJEFgH0om6xtagE+WchviR5fZmyd40Z4IumT7a0RdBt1utGbOd/hifj76EkJlgdtYuRmoINfMz1vFU4YptW/rlZWtva0f3z75lJUfrqhnjuq+VcNeR3Ra0m+ZM0MXHjtK7m3b1mJS0rTH6skNODCnJU0uHN+pZ9sFuxFaIj3T+1tjKi48dpQeWVYetZ1pRmu84YEruj7GO9fWYzZx8jM9HX0LITAI75U76glS+4YVqqbRqP4YrPxOsiLjU+3zvvmCK5i78qOca5V2ljfwDpiQ1NLfrj0vW6aCKfj1KCIW6juoamm2dZ3lRrnKzPT1e55YzJ3bX9nSb0bXPn8+ZoIrSAnlNs0eZJKdqdvTu6vYP8ZGC8s1nTFRutids6Dcl3TQnuqEsdlqty4ty9PPTJupXL1WFXMLS6WSjYJjNnBrsLNIQ62cNpApCJpIilW944Voqv/dE+PAVqk5luNBaVpQbsbRRpABrsYLsG+u22zrX+oA1wqX9wzp+9uwHUa3bPW1Mud7+tD7kkoi3nTOp+zN+bvUWx6/vb15A8LZEWoIy8FqLtP3chVXyeOT42rSzROSvz/HNlC/MywpZuF+KzzKZzGZOPJYNRV/CxB8kXKgJKdYNL9Ss4USwM/PTDv9u3HDn+/0nVqmhuU1nTR4mj8cIW9oo0oQAayb5+fe/rWdXb7V1nOX98oI+PntSpd6+cabKi3JtvY6/tz+t1/87YbQqSnt29wWbNONGl+CNz3wQdALQ7EmVWnb9DC24bJrmfeNw3TRnguZ9c7IWXDZNy66fETSY3jRnQtB9+F+bTid8WQE20vthdzunmM2ceuL1WQOphpZMJFSkG56d1rp4cms2sBWenJxvLBMCoq3FOLg4eMiUpNxsj359zqSgrWuRPP9+rV7/yUndYz1DDYfYFaQl1ald+9r19qc7NX3cwF6/czI0pdNrhiz1ZH1WNzzzgW55vqrHlwE7LfB2x2LHY8w2q42lJsbnoy8gZCKhUv2GF+uMzsDxVE7ON9oJATHVYozwpEjdyKHUNrTo3U27wn6GvlBXZfs1w1mxMXjIdMLOZ+WboNRzCIGTCV92rulYx2wHjv21Oz6X2cyJx/h8ZDpCJhIq1ct3xNp965skMqG7NcLJ+Z5+2NCoJgTE0vpq5/j8W1z+9WGtHn5rU8yv3ek19cjyahdreMbe1RvtNRdtC3w8Jr4FG/trd8gDs5kBuI2QiYRK9fIddsvfhDN34UfyeAzNnlTp6HyjnRAQSyAPNvEnGP8WF7shM9jMb8nZOt52HTumdyum0xA3MMT4VDuctsDHY+JbqCETkYYkMJsZmS7U2uisaR5/TPxBQqX68pr+KzNFy3+SiNPzjWZCQCyBvH5fmzq9pu3JLE4C7R+XrOs1iSseqxD1L8zRtIBg5z8J6uonV+v8+9/WcXcuDT9xx4V5L3ben3hMfIt2whqzmQHEEy2ZSKh0KN8xe1KlvjN9lB6MctlE65xuePoDFefn6KY5E/T9J96zfb6hJgRIvrGHgS1zu5paozpOSbr71Y16/J3PJKlHQfRQrWpOA61/F7Ib63gHc8dXD+3x/oUr13PFY6u6a5FarHNt7fDGfCxvdpWOCtVyGq+Jb3aHTJQX5fQoS8VqYwDiiZCJhEuH5TVnTqyIOmRadje368IH3lFlab4uP2G0nn+/1vb5Bk4ICF1nc0LIGdG2jzPIajuhJrPYXRJT6t2F7NbMfUtpfrbu/Pph3ctorqyuV11Ds+Yu/Chsi17g+Vrn+rWpw2I+pqdWbdFTq3y1P4MF9XhNfLPbwnzT6YeooiSf2cwAEoKQiaRIdPkOp+PznISpSOoaWnTfG9W6+4Kp3YXXnZxv+OLw78V4dMGFalXzb4m2ywpAbk/m+vNFR2j6uIExj/G03lcrHLolWFCP18Q3uy3M9Xtb5TFCt7QCgJsImUiaRJXviGaSRTRhKhQrsM1dWKVl189wdGN3qzh8NEK1qu1fEWitrYlDO/a06rnVW7RjT/Td+oEMSUeNKo+6Pmg0+3O6j2BBPV4T3+x8KfIY6tHqnSorbAHIXEz8QUaLZZKFFaYqS2Of6R5ptZ5Q3O5ijkawVjXfikAnqygvK+xzja5gc/WTq32z7l1qODMl/bu6Pi5jPIOpKM3XtTPHO35e4Ocer4lv/hPWQr124FyuVFhhC0BmI2Qi5Thdti/c68S6nJ7/0oQnHzxIRowhKVQ3aLBz7vSaWr7B3hrk8RSqVS3LYygnK/z/hZgBb62bKxeu+HRHQgL4f592sJZdP0NXzRgfNiCGY33u4cJgrBPfZk+q1OUnjLZ9jbKkJIB4o7scKcXN+oFuTbKwuvWPHTtAbR1ePbqiRpvq92lkeaGGFOfrtpc/sh12ggW2YOfcvzBHUvBJOaFE06Ub6fXC1U9cWV3v6Pj8eQw3AmdixhPe/epGHVBeqNmTKkNWRojE/3OP18S3RWtrdd8b1Y6OK9krbAHIbIRMpIxwE1zsLNsXKB6TLHKzPfrO8WN6PHbqYZV6e+NOff+JVdrdHDp09S/Ikdf0tVBaLVWhztlueLOC4E1zJmruQvcKnNtpVYtlIo/X9K2MtKl+n/66wl5xd/9jqyjN17FjB2j+qxuiPga7dje397j+nCyzGSqouz3xLdbyUCwpCSAeCJlICfGoH5io1YWyPIamjx+oO752aPdEoWDn4V/S6OYzJmrWxIqYgoF/EJw9qVKnTKrQ/KXr9dDyajU0d9h+nWCtpnZa1WJ93wYW52lva6ej5/if87QxA1yrAGCHdf0FBsSaHfv0xyXrJDmr++rmxLdYx+6ypCSAeCBkIiXEo35gpBm3bi+nZ7eVy2qZvWbmgTEFg8AguLiqTn9cst5x4Pr12ZN0yqRKx61qsS7B6R/O7CorytE5k4eptMC3Hne03deWMw6r0Atr6iJuF3j9BQbEgyr6udr97bTkVrQtkSwpCSCeCJlICfHo2k7G6kJWK1e47nOrZfah5Z9GvZ+vTByi//rSKE0b4ws6sXSX/vLFKp0yqdJxq5r1/l4RRZmnipI8LVj5me3jPemgQXp/c4Pqm9r04PIaPbi8prtFOFiwtzPmsyDHozmHDdWcw4bqhqc/CDvUwRLq+nOz+zuaccnRtESmygpbADKXYQZO/0wxhmGUSGpoaGhQSUlJsg8HcbJi406df//bEbdbcNk0x2HIzclEdtk9n1hZ51FakBvT/qJ5Xy13LVmveQ5bJO22IIZjxaJ7LpraI+Dt2NPqaBWkv1w0VcX5ObrwgXcibhvL+2RHqDG6/uca7Jrt9Jo67s6lEetk+gdv6mTC0tjYqNLSUkkqNU2zMdR21v34gGv+Lk9eYcKOLxXU3DEn2YcQd3avAydoyURKiGfXdqJXF5ISN5HC6nr/9vRRMb1OLMd71YxxeuStT7Vrn/1xoLEGTKn3WF0r/D232tnKPbc8/6He+OmMhA6tCCaWccl2Wu3nnz9FZUV5LCkJIGGok4mUEM/6gdbrHzt2gM6aPKx7TF08JWoihRUmnlu9NabXieV4szyGbjv70Jj2H61gRe6dnktdY6ve3bRLN58xMWQroKne159b9VwtTsYlB2ONCa4IWDygojRf91w0VacdNjShfwMAQEsmUka86gcmQ6xrn+fneNTa7rX1XFPSzqY2lRXmaFcUdSvLCnNibqE77bChmvNBrRZ+EHsLZTT8W2KjmZBU19Csz+r32d4+3BCMaFvN3RiXnIxWewAIhZCJlJLIm2SwGbySXNl3uO5LO1ravY732drh/DmSNPfMQ1w55/85f6pe++T/1NTmrCyRG/xbL6OZkDR34Udh12H376peXFUXsp7rFY+tUv/CnB7loOyOfXSr5JabpZEAIBaETKScRNwk7a6yE8vkCKeFu2O1L4pwN2viYN328seuTIrK8hj6/TcOj2q2ebTCFTu/7PjRuv/NaluvEy5gSvu7qh9aVq0Hl30adqnSwEL6dhcTOGJkmQyj91Kc/jyGbzsASAeMyUSfY83gDQx+u/e1hwwIi9bWRrUv/7XP7zpvsh7/zjGqKEls4ev+hTm99llelKvLjh+tJVVf9HofYjnn2ZMq9ZeLpibsHE35Vg4KbHnt9Jp6cU10n1k4t730keoaWx09J9Ia4dbYzquffC9swJR8s8Pf3bTL0f4BIFloyURYTotCpzqn9SSjXW3IX2DL7BmHV9puYXPD7n3tevw7UyXDV1pJMnXMqAH6ydNrXF1hyWINebj+qTV6atVmF84gvJ8/96H+s2mXZk2s6L4+Y10Bx22hFhMI1qIeCUtAAkgXhEyElIz6kvEWTfiIZrWhUDq9pp5e5azEjhuWfrxNL62t6z73+doYdvtg5xzpC0fg76ePG5CQkFnf1KaHltfoIb8C7dGOT403/4AYqiZmJCwBCSBdEDIRVKgboN3xZakqllYgN1qQVlbXRxz/Fw8PLq+J6nnWOUf6whHs9+VFuTEdczRqu5fsHJ/wfdthBcRoV2jq70IlAABIFEImeomlKHSqi6UVyI0WpHTr6ly/ba/uWrJO85as7/U76wvH5SeM1n1vVPe6XnYlIUxbFqz8LOqSTvFgSBpSkqe1Wxr08tpamaYZVXf+t780Ou3+5gD0XYRM9OKkKHS03cfJGusZTf1KN1d7Sbeuzvmvbgj5O+v9u//N3gHT//eJZspXYP3qk8frrld6h+NgoikzZZf12tv2tOq2l+wvdxmof2GOrpoxzrXjAoB4Y3Y5enGjKHQ4i9bW6rg7l+r8+9/W1U+u1vn3v63j7lwa9QxuJ8KtLBSMG6sN+bNCbiaJcaGbuOn0enXZ8aMjbvf/Thjda5UcNxXmZkkKX5rIjju+eiitmADSCi2Z6MWtotDBpMJYz1D1K4PVyXRztSGr9fbUSRV6KMoxkn3VkOJc7W3tdFToff6rG1VZmq/Ljh+tBSs/197Wnmur9y/M0R1fPVSzJ1Xqp7MnaN7idWFbbqNRVpijhubYuuzTfbIdkAlG3bAw5teouWOOC0eSXgiZ6CVSl3Ko7mMrRNU1NKu+qU3l/fJUUbK/KzyVxnqGWllIcmfFn0DBJsZ4DHutgJEKdGe6r08druL8bD38Vo3j59Y2tOj+N6t1ybEj1eE1ta2xRUV52fralOH60viB3Z9tlsfQ9HEDXQ+Z0YwJtbrXL50+qkdZplSWaaXOALiDkIlewi2JGKr7OFy9P6slprQgN+5jPZ0ItbKQ2/sO1Xprt5u5rwbMfnnZys4yXCmD9MiKTT1+fqe6vlfrYKzrzbulImAN9BfXbE3p4JaJpc4AuIOQiaBCdSkH6z6OVO/PKivz7emjbO27rjG9ZmAH092q29iiuS9+mLDQkkmtnoHd226qDTI8I9b15mNx8bQROnJUeXeYXFxVp+PuXJrywS0Vhr8ASF2GmeJ3JMMwSiQ1NDQ0qKSkJNmH0+fYKcAdeDMMxpCvbuJOG2Vtyoty9OtzDk3bm1M0q7jE6isTB6skPzchxc8zSWVpvpZdP6NXq/zPnl2bsHqmHkP6eO6pys32dO8/WHCzjjAwuCWrqzrS3741rCbw/UXqaWxsVGlpqSSVmqbZGGo76358wDV/lyevMGHHlylSfUym3evACVoyEVaoLmWL3RV0TEk7m9pUXpSjXU3tYVuJ6pva07YVJNpVXGL1r6ovErzHzBBseMbsSZV659OdevitTWGe6Z7Ljh/dHTCdjltOZld1IkqdAUhvlDBCTJyWMTpn8jBJ9soH3fpClTpTtT5OENGu4oLkCryGO72mnnt/q6v7OOOwCgU25nkMX/mkG0+b2P2Yk+BmfaEJ3L62oUVXPLZKc1/4UCs27ozb31C8S50BSH+0ZCImTssYzZxYoaNGl0fsjkyHVpDAbkpvlKu4ILkCr2Hf0p/urBRkdRn/8byp+v03TD26okab6vdpZHmhLj52VHcLpsVuIPvXh3Va9GFd2C80Dy6v0YN+67m73cUez1JnADIDIRMxsWbk2hmTaZU9yvIYam7r1LV/fz/i6ztpBUnk2LRg3ZT9C3IcvYZ1ZJefMFr/eHdLUtY0d0OuR/rKpEq9uCb6YvqXTh+lwtxs10sIRVIZpBSXWy1vgZUYsjyGvnP8mLDPsRvInJRzCpyE41YXe7SlzgD0HXSXIybWjFw7Uc6/7FFFaYGt17d7003kKkKhuil3Oyy6XVGar3sumqobT5uot288WeVFzkJqqmjzSi+uqVX/whwV5WVF9Rovr61TdoL/38hQ8JWc3Gp5sz7faIKbm1+NrAB46wtVemlN6C72Kx9b5ejvJdzqWW6vlAUgPREyETOr3FGo5RIrg9xsI91MDQVvZQomVOiri+LGGUks4y4NSQOKcjXvG4drwWXTtOz6Gd3vSW62R78+51AZsjdeNRU17GtXU6v9FXn81Ta06H9X1ETczmNI88+bHPPSnMGuSUusQc+QdM3J43p8vnZZwc3tUZTW8JOfP7c25Gubcj4O2vrbD1yWM1TA7vSaWrFxp55bvSWu40UBpAa6y+EK/xV0Qq344y+agu/BRJqNK0n//exazTh4SK/xb+FeM1S3u93Z9MGYks6ePFQVpQVB35NQtUljVVqQrePHD9LCNbUhA8asiYP1xifb1doZ/U0/1riwa1/kupg/nDFep08epve3NOj+N6sd7+OiaSM059ChYYdSRLo2I52nKemuVzbo4MqSqGZ4e72m8rI9au3wOn5uJJGGZEQzDjrU6lmB7y9F24G+hzqZSKpYbzwrNu7U+fe/HXE7u7U3Ix3Pc6u36OonV0fcX/+CnB7d54FLSIY7RyvkLt+ww9Uxiv0LsiXD6LE2+4CiXJ09ZZgeXOY8sCXDXedNVtXWBt37RnTHu+CyaUEDVOAXiyNGlume1zbo4eU1PT7H/gU5+vb0URozqJ+ufvK9kKs2+deIlOwvVXr7S1VRn5tb5n3jcJ0zdbirr+m09icSizqZfUuoep3UyUTGsdsKEordSRp2am/aWb3E7ni9uy+YKo/H0ANvbtQrH2/vFUaCrThjsWqTHj26XI+9s6lHKAzkZGWa3c2+lsJrZ47XqIFFGlycr517WvTDv622+QrJ9+n2pqhDWHlRjo4YWdbrcTvrylvv8+7mds1bsl7lRblhlwW1uqfnL92gJ//9ma0vUS+tqY3q3MqLciLOhjck9cvP0p6WyMMZ3J6A5rT2J4DMwZhMJJ0Vqs6aPEzHjh3g6EbjZJKGKelnz36gtiDdkHa63W99oUpHjCyzNZZ02tgB2tXUqlc+3h72eG59oUptHd6Q49TaI3SZFuZl6fHvHKPfn3u4ivPtTbp5aHm1Tj9sqBqa23TVk6ttr6HuxNenDlP/QncnMhmS/mpj3GYo9U3tOvG3r+qlNVu73++7lqzTFUHG8wa+J4Fvkd0gNm/JOltjhTu9pn7+3Frb5+LvptMP0YLLpunSrmVbQ03C+brN1snyfnlRHUcoTmp/AsgstGQirUUqoxKovqld025/Rb8+Z1KPliS7N8J3N+3SzWdM1BWPreq1jf9YUkm2QkNtQ4um3b6kR0tUeVGOzpk8TBWlBWpqC9/y1NTaqX/X1Ouvb2+y1UolSQ3NHbpryTr94934LUE5fdxAzTh4sL73xHuuvaYpaVeYVl07ahtaXD2maARrvfPV5oyuBbGiJF/Hjh3Q3fod2Cpb0dVyWlqQa2sVo4oSd+taUrQd6LsImUhr/pM07KpvauvVVe3kRpiX7VH/wpxe3dilhTm646u+cZ8rNu60XdA7cLv6pnY9uLzG1nMl6Y+vrLe9reV/lsa3HuXg4nxd91TkOqh9VeBiA9EGrMAKDOGGn3R6zaDXrb+ywhzX61pStB3ou+guR1ryL4VSWpCruy+YovKiXEev4V+uxe4NrmZHk658bFXQG3WD32N9uVWmsjRfMsTqRzZY10m0Aau5vVOLq+p6PBbL8JN4TAN1s1wZgPRCyETaCVZ4fe7Cj3TrmYfYLmgeOA7M7o1wwcrPwt6IreDal1tlbj5jonbsbU32YaQF6zqxrj+nGva1264Fu7K6PmwrpiTt3tfu+thIirYDfRchE2klXOH1Hy54T+ceMdxREe26Rt/r2LkRnnfUCNU1hg5P/sH16NHljpeZzARfnzpcrR1e7dhDyIzEv/XOycpZ/vwnpVmt8qEKnidzbKTTou0AMgNjMpEyIq09bqcUyvPv1+ruC6bo58+ttTUmcu6LHyovy1BZUZ5aO7y6ZuZ4LVj5WY8waU2csFsc+4s9LcryGPr29NGat2SdredkiqdWbdZTq3wTigxDSvEyvEl105yerXfRFuP3/3LT0NwWss5rssdGxlquDED6IWQiJdgpym53BnhZUZ7evnGmpt3+SsQZu/VN7b1mG1eU5OvamQdq1MDCHjfCFRt32joX6yZ91Yxxevit6ohdlJkqkwJmYN1MN1TVNqqsKLdH0Jo9qVJerxnVDPjFVXV6eHlNyDqvd18wNWwlBquAfDzHRlrjRQH0DXSXI+nsrj3upLvPtxb4pKjWAt/W2KI/LlmnvGxPj4kTTicwZHkM3fHVQx3uHanmxlMP1v9++2hdddI4fe/LY1RelOvK+vLzX92g8+9/W8fdubT7Gu/0mpq78KOoXu+fq7eGrfP6yxc/1DePHB4yYEqMjQTgLkImkspuEXQnk2ms7azuxzKHs86DjXOTopvAMHtSpf5y0dSoJnUg+fKzPXp4eY0ufmil5r+6QX9+7VN5TbN7eIYb/L9MRWqtD6UoLytsq70pqa6xVX98JXjpKsZGAogHQiaSyslqINGWQunstDeWMtR+/UUzgWH2pEotu36GFlw2TfO+Odn2DPi+oijP3kpFydDS4e2eHGaxSlWVurSikf+XmrqG5qhe44Txg6Le/7UzD9Sy62cQMAG4jjGZSConXeD+hdcD1+wO1pIYai3yWI8vcALDwKI8yZB27G3Vio07g05m8B+LVpDjCbpiUF/V1GpvpaJUYbVi5md79Ph3j9GOva2q2bGva8JYdDOzrS810az6078wRxdNG6mX19ZF3jiAIenJf3+mq2aMc/xcAKmp5o45yT6EboRMJFW0XeChls6zWmPCdcNHe3zBZr8vrqrTdU+9H3bCkr9Or6nSglydeOBAvb5uR4xHh2Sxup89hqGzJg+T5Jvo9cjy6qjHVEq+dcMjrcoT6I6vHqppYwY4Wl7VErjyEAC4iZCJpIq09niwGa92SqFEO7Yt2H47vabmL12vh5fXaHfz/pt/qDBgjbEL7D4PNoMe6c2/pTvLY+iS6aP1wLJqx2HPMrg4z/a2gV9mQrXy22G3RyFSmTEA8EfIRFI57QL3f164lhc3CkrffMZELa6q0w3PfBA0TIZqbbK6U299oUqzJlYoy2M47ro3JA0pyZNkRN0Fi/gLbIkPdz1HYkhavn6HrVbMm+ZM0CXTR0uSVmzc2R367r5giuYu/MjxFxk7PQp2yowBgD9CJpLObhe4E7EWlL78hNFR1yuUek9Yctp1b0o6/+gRGj+4WN9/IrZxpYiP8qJcHTGyrNfjsRRV//PrG21tO7A4T4ur6oKGvpvmTFRZUW73eOEf/+N9bWuMrTZmqC9JoVrtAUCSDDPFKyYbhlEiqaGhoUElJSXJPhzEkZtdcZ1eU8fduTTqbsv+BdlqaO6IOdz9/tzDNbR/gc6//+2onl9Zmq9Jw0r0ykdfuF4MPJAh3xCA3CxD2/bsn4BSkOPRnEOH6ssHDtJtLztvJctkhbkeXX78GI0e1E8D++VJprSjqVWDi/N1xMgyvbtpl77Y06L12/Zq/qvBywdF49qZ4/XHJet7XZ/WX4t/6LMCohS8pyBSQLT+lkJ97lZQXXb9DLrO01RjY6NKS0slqdQ0zcZQ21n34wOu+bs8eYUJOz44E+3EH7vXgROEzAzEuCmfUDfXRDIMacZBg/TKx9uTdAT2+AeOWRMrgo5BrSzN1+mHVerpVVuimgXd1/h3Ja/YuDPqLxr+rEBnmmaPpU+DbeMf+mLp6rZ77Asum8bkoTRFyMwsqRQy6S7PMIyb2i9Ut6XT2buxME2lfMCUeg5NWLS2NmgrWW1Di+5/szphx2RIKsrLlkemGtOszJHUsyt51sSKqGZ/+7O+CJx31AjNW7Iu5HbBZozHsm643fHNS6rqCJkAeiBkZhDGTfUW7Obq9Zq68MF3kn1oKaE0P1tXzRivgcV5Ki3IVVuH15XST7Gyos/vzj2s+/Ora2jW3IUfxbUV1c01ygMngN00Z6K+90T09VGtLwKtHfYWFwgMh9GuG253fPOzq7foZ3NYlhLAfoTMDBFpecbA2c59SeDNtdNrxtyq5C8/x6OWduerCqUCw2Potpf213UsL8pNia7wwElfx44doBUbd8b92OafP0VVtXtcGz9ptSrOX7peD79VE9VrXHXSWE0fN6i75XHFxp22nhfr5DfL0aPLbV0X9U3t1NsE0APLSmYIJ8sz9nXh1iB3oijXo2tnjg86w9iJfnmJ/66Xk+U788BhA8kOmJOHl+jx7x4TdJlDN8pSheIxpD9fMEWnHTZU08cNdP315y1ZH9UQjf4FOTp27MAeXdvRLq8arSyPobMnD7W1bTw/IwDph5CZIZwsz5ipOr2mVmzcqedWb9GKjTvVGabfM9Qa5Hbl53jULy9H85as1/IN9lqWQtnb2qHyopyYAq9T7Z3J7hAPbvXmRv347+9rcVXvJRLdapkL5oczxuuUrlB79Ohy9S9IjfXldze368IH3tFxdy7VorW1ksJ/SQpXWzYWsyZW2Nounp8RgPRDyMwQTpdnzDSL1tbquDuX6vz739bVT67W+fe/3ePGHMzsSZV6/Scn6eJpIxzvr6Xdq217gs/ujcY5XUsT9q2BDMHVNfrGEAd+dlYLXjz88ZX13ddLlsfQt7sKnacKa1y19Z6E+pJUUZofl7HXkd57t1tPAWQGShhliEh1ITO5ll2oCU+R6gCm0jKPCy6bpobmtqCVAc48vFLPv1+bEseZKKGu15fWbI26QL6lX16W9gaZrR5YxumIXy2OqQpBNMs7Rnq9wPckkeXKYq23idRFCaP0Em2JokgoYYSQol2eMd1FO+HJ6TKP8VRRktcdDkKVmTl8eFlMM5PTTWAZHitMrd3aEPVrWp9+dpZHUu+QGXi93PHVQ3XFY7HNBo9UbsiJYKWJop0xbnESUuOxMheAzEbIzCB98SZgd8LTI8urNbA4r3slllQo02M5/+gRyvIYIW/4nV5TcxdWJfswk+KLPS2utTjbCX3+QW72pEr9JcjfU2Wp7xpatn5Hj2L15UW5+ta0kRo9qKj78+v0mvrjknWuXmtujauOpqZuLPU2w2EBCSAzETIzTLxuAqnK7g137sLUK9NjGTWwKOgNv7woV2dPHqph/Qv6VFe5v5odTUELw9sx+5AKXXzsSO3Y29r9d3CbzbD++399rKNGlau8KE8/+cpB2rWvTeVFuaooLegR/v3/zvyXkbS8u2mX619m3BhXHUtN3VhbT4MdCwtIAJmJkJmB3L4JpLJobrhOAma04+qcPC9UkKpvatNDy2ui2Hv6s8YfLlj5WdQhbdGHdXp/827dfMbE7i73f67eauu5/9m0W//ZtLvHY1bwsb6w+f+dLVpbqxN/+2qvoHTqJHuzsu1yY3JNKtXUZQEJILMxuxxpLVLNwFhFG3CcPO+Jd6IPUpnsvKNGhFyf2y7/Wdkrq+tjasGubQg+690KSoGtzXUNLa5/SXBjXHWq1NSNFHYlX9gNV4oMQGojZCKtuVVYPZncLIWUru+BP48h3X3BVDU2xz6kwT+s1DXGPuTAVM/gY6dV0HDhQzG6isW70aqXKjV1UyXsAogfQibSXqyF1TPJ4OJcFeVluf66F08bofKiXNdfNxivKa3/Yq8edKkV0Aor9XvdCfP+wcdOUHKjStzVM8brtMPsrboTSarU1E2VsAsgfhIyJtMwjKmSHpJ0kKQ3JV1kmuYXidg3+obACU879rT2mOzTF/TLy1J7p9QUpAZkrEwzsUtOPrS82vXXLC/KVWVpviuTqF7u6jJ3o3U0kn55WfreSeNcez1riEmkmrrxLqyeKmEXQPzEvSXTMAyPpKclvShpvKRmSfPivV/0PVkeQ0ePLtfg4nyVF+UmZU3waHgMd7q597Z2qn5ffILgY+98FpfXDaWhOfoi6KFUlBZ0D62I1V9XbNL597+tuS9+aGv7WJYN3dvaqRN/+2rY1aucSMaylMEkeg12AImXiO7yEyWVS7rFNM3Nkm6VdI5hGEUJ2Df6EP+lJa/9+/va29qR7EOyxWu6uzIMgtvV1KrZkyo1c8Ig116zvil8GLaC0q/OmtT9czBnHFahipK8kK8TuKxkrBK9LGUwqRJ2AcRPIpp6pktaaZqmdcdfLSlL0lT5us57MAwjT5L//9sWx/sAkf5SaQWfaJx44CC9vm57sg8jo/3s2bX6uG6PlnwUn/c53EpbsydV6h6PEbKo/Atr6lRRkq9+edlBvxz5lxaacfCQ7nqcsdTBTYWaun1xAYl0wv0YsYr72uWGYcyXNMA0zfP9HquTdJVpmk8F2f4WSTcHPs7a5QjFWrc9lrF2hqTSwhzlZ2f1GGdXnJ+lPS3uj3EM9N+nHazbXvo47vtJB0OKc2UYnoSMd3RTYJH/YAXFO72m5i/dENNSk3b2k25Y8Se5Qq1ZHep+zNrlqS3atc3Tee3yYL0hodLt7ZL+4PdzsaTN8TgoZIZIM3wjsS7OO756aHfLzuKqOv1z9daETHbJy/Zo/qsb476fdHHBMSM1fnBx2q3V/t+nTdDQ/gURg9KT/45tfGvgNelfuDzZLZPR6ksLSKQZ7seISSJCZq2kCdYPhmFkSeovqS7YxqZptkpq9ds+zoeHdBdriZPArrmG5jY9vLwmYV3vrR1etXZ4E7S31DdqYJHKElQuyU23vPChzj1iuGZNrAgZ7mL9QhSM1ZV+4zMf6JbnP+xRwD4TWjmRPNyPEatEhMw3JV1vGEZ217jMKZI6JL2XgH2jD3Ba4sSQr8vx53Mm9FiLWgpfXBuJsWNPq97dtCvZh+HYnpYOPbS8Rg8trwkZ7uJV89GUtGtf70lILM8IIJkSMbt8maTtkm41DGO4pF9IesY0zX0J2Df6ACdLS1rb3HbOJJ0zdbiOHTugR4tTPFqaYJ/HkOYu/Eh/XbEp2YcSk9qGFl3x2Cq9tKbnWumJrvnI8owAkinuIdM0Ta+kcyWdLmmDpHxJP4r3ftF3OFlaMlKJFlYXSa5Uy0HF+T07e5x2Fl614D29tGZ/2SE7tSHLCnNUWuBeJxPLMwJIloRM/DFNc5WkwxOxL/RNoUqhVJbm67yjRmjUwEJbEyFYXQT+bjnjkO7JPNXbm/THV9Y7er7XlL73xCr9xeP7YmN9IbrysVUhSx7ddvah+uWLVWpodrfOK1+gACRaeiyJgozmVvkSN+r+RVpyL92FK+uQSEW5Werwmq5PeCovylGn13QtoA3tX6Bjxw7QS2u26n+WOguY/m545gPNmlihLI8RsTZkaUFuXMo38QUKQKIRMhGzWELiorW1QVsfo50RG2splEgtTdEEtPxsj1pSbPb4pdNHqTg/R39dURN0wki8NbW5V3v0uLED9LUjD1BFie/aW1xVpysei738kbWk4aK1tfreE7HNU9y9r13zl27Q1TPHSwr/hei51VtiPnZ/iVqLHAACJWLiDzKY/1KOVz+5Wuff/7aOu3OpreXvrFV6AifauL2EnlPhltz7fyeMdjwuL5UCplXu5pn3tuhv//48LgGzoiRP88+brESVZ7zypHE6Z8qw7klcsydV6tquMBctQ+oe53vrC1UuHKX08FvVPSbfWF+Izpo8rMcENLdbHE2xPCOA5KAlE1ELtZSjnbIp4UoF+S+hZ3UxJlq4lqYpI8pCLg+YDkz5Wtak+LRgnn/0CH28bU9CJvGUFeZo2pjeLddXzRivBSs/j7rb+fITRmv2pEqt2LjTtc959752rayu725pD9UDYHfIRv+CHO1ujvwZXjp9FOWLACQFIRNRiSUkdnpNPbK8OuzN239GbLJWAgnV9e4fQJdv2KH5r25IwtGlJsOQ5i2JfuyiU5d8abReXLO11zCNLI+hW870DXuQnA9zeP79Wv109gTVNTS7erzW5JtFa2t7FU6vKMnTLWceotmTKkMO2bBcO3O8jhxZrgsffCfiPmdNrHDp6AHAGUImohKpnmSokBhsDGY4qToj1gqgqXp8yWImeFaR/xrg/mN5O72mSgty9e3po6JaHtS6dt1eVnRwcb5eWrM16BjPusZWXfHYKv2lqwcgVLUE/3OM1OJZXpSjI0aWhTwe1gwHEE+ETETFbrjy3y5U93o4qT4jNtWPry+xCqBfdvwovbimrkc465eXpb2tziYbfbGnReX98lw5NmvyzY69rfrhk+EnEVkz0YMN2ThiZJne3bRLz63eosHF+bppzgR9/4n3QrZ41je168Tfvhp0Ip3bk+4ApIZRNyyMuE3NHXMScCSETETJbriytnO6XGO6zIg9enS5KkryenR7Irnuf7Om12NOA6bk3hcIq13wzMMr9YMFkWep797Xrrc37tT08QN7DNlYtLZWJ/721V6h8PITRuv592tD9g4EGyMdy3jqcGgZBeCP2eWIip2VSyr9QqKT5Rqt10yHGbG+sX+HJPsw4DLr2rWuczusK7V/YU6Px8uLcvVfXxqpf7xrvzTRP979vMdM9HCVGO57o1o/O22Cyotyg75W4NKSkcZT+2/rRCyVJgBkJkImohJuKcdgIdHJ2MVISz+mmtmTKvWXi6b2ChdIX9a1a13nhiIvKVlakKNrZ47Xyp/N1ILLpuk700epvChHO5va9MhbmxyN7/zn6q3dAc1OKLzl+Q/Dvr7/GGkn46ntStVyZACSi5CJqIWrJxkYEu12Pd40Z4KWXT/DccDs9JpasXGnnlu9RSs27nTcChOr2ZMq9e7PZ+nx7xyjq04aq3MmD03o/uEOjyH9+YIpPa6/kNd5SZ5OP6xS/Qt8Xy52N7dr3pL1OvG3r+q1T7bpoeU1qm+KvkyUFdDmL90QMRTutBlgv9jTEtV46nDi1TIKIP0xJhMxsbuUY6Taf9YYzEumj3bcRZ4qExiyPIamjx+o6eMHqtNr6m0HQwSQGv7nm1NUVpTXPbHGupaDXee7mtr0/SeCj2u8943qmI/FKgV2/5ufxvxaFifjTO1uG22lCQCZj5CJmNlZyjHSco1SdGMw4zWBIVb+50v7TeorK8zRN44crtte/ijklxX/67ytw6tpt78StvXODaakva321mEvL8rRrqb2sF/irDHSdr7w2Z1053bLKIDMQXc5EsZJ97odqdRNF6y73jpfxmpGp39Btq6deWBC9tXa4dW9b/ReICDYmMJFa2s17fYlrtfQjJY1ye5XZ03q/jnw91LvcaZ2trXDaaUJAH0HLZlIKLvd63bY7aabt3idpo8bGLdyKpG662dNrND8pev18PIaW8sA9kUnHTxI350+Ris+3SHJ12JoLRf58FvVXctgxs++tuAljgJXr1pcVZdSrdP+oXD2pErd4zF6XYsVQYaOhCr2HmzbSOwOhUn1cmQA3GeYiV6iwyHDMEokNTQ0NKikpCTZh4MU8tzqLbr6ydW2t4/HOM1Q3fXWzd+/hbatw6tHV9RoU/0+jSwv1JDi/F7ds33VgsumBR1ysWhtra7oWhoy2R7/zjH6/oJVcQ+8TgS7pp3UqnSrrqX1dyAFHwqTTtUi+qLGxkaVlpZKUqlpmo2htrPuxwdc83d58goTdnxwX7Bi7HavAydoyUTactr9FmqcZrQ3Wifrty+uqgva2vmz0ybo5gjlZzJdZZBWrk6vqbc/3akbnv4gSUfV22Pv1KRUwLzqpLG6dtZBva5VO2Oko9k2HDdbRgFkDkIm0lakbrpAgcEvy2NEPTO902vqkeW9x/AF7q+2oUXzl27QH5esCzo5yc4KMJnuvKMO0ItrtnYH/GCBPBUs/fiLuL5+/4IcR8Mppo8blFKLFbg5FAZAZiBkIm2Fm7Eein85lYbmtqhmpgcLpuE8vLw67rOQ01FRbpZysj2at2R992OFuVkhx0cmW2tHfD+xS740UseMGai6xhbNffHDkDU2A8c4RtMSH6/lH91qGQWQGQiZGagvrR8cqpsukrrGFv1m0ce2urr937tQYzDDYbJPT3nZhmZNrNDCNbUyAwJlqgbMRHjy35/rBycfqCyPoYIcT9gxjtbs72ha4lOlriyAzEfIzDB98Qbi3023fMN2zX91Y8Tn1O9ttdXV/fbGnfJ4DH2xp0UDi/J0y/PBx2CGYreFtS9p7TC1bMMO3pcAdY2t3QXL7YxxjKZGbKrWlQWQmQiZGaQv30CsbrqjR5fr6VVbIpZTKS/KtfW6339iVUwtkQSp4FJpAk0qWVJV193dHG6Mo5NJZ1ZLfDTPAYBYUIw9Q6RSYfJksltouqK0wNbrRRswuUcjGg8ur+lR+N368nTW5GE6duyA7vDnZClHSzTPAYBYEDIzBDeQ/eysLGTNTI9HFrx42ghleJZPa8X5WQnfp5PrzM6XwSVVdbZea/mG7d2rUNU1NNt6Dss/AnAL3eUZgvWDe4pUTiWamemRWF3xU0eU6dG3P3PhFREP08cO1KIPtyV0nxWl+Trz8Erd+0Z1xG2tL4OhZml3ek09u3qLrf36j0+2O0SE5R8BuIWQmSFYP7i3SOVUQk2ucFqvUOrZFV9aYO9mjuRIVMC8ac4EDSzO6/EFp73T1EPLayI+N9yXwZXV9SHLG4WzK0LBf5Z/BOA2QmaGYP3g6MyeVKkZBw/psdzjgUOKdfFDKx29jv+s306vqf6FOUxu6aOsv7VLpo/uNYFm1sQKWyEz3JfBaHsjwrXWB5ZGAgA3EDIzRLjuX24goQUr+VRRkqf+hTlq2NceMrAPKcnT778xWTv2tvbqil9cVUfA7KMi/a3ZWaUq2DKb/tzojSgvyunRGsryjwDigZCZQVg/2JlQJZ+2NbZ2PxYqsN9y5iGaPm5gr9fs9Jq64ZnI621btUsl6YanP6Bge4YIbNG2xgQPLMqTDGnH3ladd9QBPVY5CnTm4ZVhvww6XU41mJtOP0QVJfl9YsEGAMlDyMwwrB9sj52agaWFOcrPzlJdo/3A/taGHbZaMc89Ynj3axTn5+jCB96J+JyrThorydD8VzdE3BaJVZibpfu/daSmjfGVGXppTa1+/txa1YcYBxlu+cz73qjWlBFlIa8xNyatVZTks/wjgLgjZGYg1g+OzE7Jp9372vX4d6Z2r/gTKbAvWlura55cbWv/97/5qa6aMV652R5NGzPA1njaa2cdpJXV9QkJmV+dMlSLPtwW0zKPX586TEs++qJPtNLua+uUTN/f3u0vVUWcRR7pfY1UFD1kr0VJnlo6vCG/6DA2G0AiETIRVqaug2538sSOpladNXlYxO0Wra3VFV1rTdvR3O7VlF/+S5efMEZXzRgfsWXKGuPnRlepHc+8tzWm5xuG9NSq/WV2SgtyNHPCYHV0evXc+7Vhnpm+Vny6Qw3NbbbKFIXjX9M2UnWEwF6LXU1t+tk/gw/XYGw2kJpq7piT7EOIG0ImQsrkddBjKfkUGLyPGFmmW56vcnwMTW2dmrdkvR5+q0Z3fPVQ3XPRVN3wzAe9WqFKC3O6/zse9T3jwQw4sIbmdj29yl5tx3RlSvr5c2tdez07X4T8ey0Wra3V95/oPcbY0r8wR7d/9dC0/9sFkD4ImQgq09dBt1vyyes19dzqLd2tuIur6noF78CZuk7t3teuKx9bpctPGB20m7Oh6/fWex6qqzQZUjnoxsIwegflSPoX5MZ0HQRyMos83BhjS162R7MmVsR+YABgEyETvdiZFBNpzFiqi1TyyZTU3N6pCx/cPyEnVO1LN4KFKen+N4N3swZ7z/27SusamrVjb5vmv7pBDQke/zi4OFfnHz1Cj7y1KWPGXl47c7yu/PI43fPaBj28vMbWeZUV5mjXvlZX9h/NuMlIY4wlqa6xNWgXfKYOiQnUV84TSCWETPTiZB30dJ5gFHLFn8Ic7drX3itQxrv2ZbjlqoO951keQ7ua2jR34UchZzHH2xd72vTHVzJrtvtDy6t11YzxunrmgbpqxnitrK7X4qq6sEXUTUl/fu3TmPcdbtxkuJAU7bKymTwkxl9fOU8g1RAy0UtfWgc9cPLEwH55+vHfVyf7sELyf8/tzGKOt0zsKm9o7tDbG3dq+viB3WMejx07QEePLtctz1f1KGlVFuILiV1FuVlq8ptpHqpEVqSQFM0Y40wfEmPpK+cJpCJCJnrpa+ug+0+eWLFxp+oa3en2jAfrPX9pzdaoAmZlab7OO2qE5i1Z5/ahZZTH36nR9PE9i+3H4wtJU1unrp05XqMGFoXswrUTkmZNrHC0rGxfGBIj9Z3zBFKVJ9kHgNRjTYoJ9X+5hiIvfedUp9fUio079dzqLVqxcac6w/Udx1GsrbP98qL73mZICneP83/PO72m41nMRblZevw7x2jZ9TN01YxxYT9fSK+v3xHxGvy4tjHmLySGpCf//blOP2yojh07IGgXebiQJPlCkqTuFaQCP9dgXfB2h8Q8srw6aX+LbnAy9AeA+wiZ6MWaFCPZu2HFatHaWh1351Kdf//buvrJ1Tr//rd13J1LtWht4usp1uzYF/VzK0vzteqmWXr8u8fo7MlDHT3XlPSd40bJUOT3fGV1vePJRk1tnZLh+2zDfb6xypTg2tTa2St4BF6ncxd+FPN+IoUcJyHJGmNcUdqzh6GiNL9Xl7B/l384cxd+lLS/RTf0paE/QCoiZCIoJzesWFhdgYE3UqsrMJE3t06vqQUrP4v6+TefMVG52R5NHzdQJx082PHzX1xTp8tPGB3xPY/2hrhi487u/w71+Uarf0GOrjl5fI+anpa87PSMnv7vc6jrNB77svN4oOUbfC2vsydVatn1M7Tgsmm667zJWnDZNC27fkaPv9dFa2s198UPbR9brH+Lyeyl6GtDf4BUw5hMhBTvddBTbbzUyup62y08gYpys+T1+oLcF3tatGOP827UuoYW3fdGte6+YKrKinJDvufR3xB7vtPW5/vI8uqYW+V2N7frj6+sD/q71g7ffnM8Urs3pt30UlGSpyNHlevFNe5/GbHeZzs1KEMZUJSrnTZm/of6TO1+1vNf3aCnV23WTXMmqKwoL+S1E2p8Zzix/C0me1a33Xq4LLMJxAchE2HFcx30VCuVFEuXWVNbp773RM9lJT1G+LJEgayb+dyFVVp2/YyQN3Prxum0Ve3YMQN7PZblMVRelOvodVLFqZMqNP+CqZKkZRt2uFZiKjB42KlBGcqtZxyi217+KOqQ42QZ0dqGFn3vifd6POYf6GIJy9H8LabCrO5I9XAlltkE4onuciRNqo2XcrvLLJpeQTsTEawbp5PbYv/CHE0LEQ527LXf6lpRkqdHLz1a/Qt6d4tH4nYr5reOHdU9xvSOrx7q2uua6hk8Yrn+BhTnhR3/akq6ac6EkCEn1vGz/l3dsYRli933wu6EpUR0nSdq6A+A3mjJRNKk2ngpJ61GTjht0ZR8EzOsrvdg3Z5Ol5a846uHBg0yi9bWav6rG20f1y1nHqLsLE/SV/fpX5jTPdN+ZXW9Wju8unbmgXp4eXXQY+tfmKNfn32oSgty9P0nVoU9/n552Zpx8JDun2O5/r7Y06KzJg8L+1nNXfiRPF2rOAUTyzKi/l3dPz3loCjOoCe770Wq9VLEe+gPMkPNHXOSfQgZh5CJpEm18VLhutZi4TV9rVUDi/O0Y0+rrfGPc1/8sMcM8mDj2GZNrFBxXo5WfLpDG7c36eW1dbaPqdNrav7SDY7qZV47c7xmT6rUc6u32H5OvOze1647Xv5IL66ptRW8Gva1y+ORPB4jYkDe29qhabcv0a/POVSzJ1XG9OVjYL88Sb6Q4/Wq15AKyV73sRWS5i3+xNGXAml/oItlVSinf4up1kshxXfoD4Dg6C5H0iS6VJIdobrWKkvz9bWpw6J+3YHFeTpr8jBdMn20rRqVgSWKAmf4WuV0LnzwHc1/dWPYgGm1ZFldk4vW1mr6Ha84CpiVpfm68svjtGLjTq3fttf286JhyNct3z/ITHV/979Z7ahl79YXqlTX0Gxr2/qm9u73O6Yu665U2uk1NXdhVbhNInYfZ3kMTR83yOkRdCvvlxdTfVQnf4up1ksBIDloyURSheoKDLW8XqKOKVjXmiS9tXFnVC1a1s000kSEUK/r3+3p9Urff8L+DGH/rsmG5jbHs4sNSWceXqkTf/tq3Er4+O9Lks4/eoTmLQk+Wz0a0bbm3fpClWYcPESlBbn69vRR+vt/Nmtva4ft5+9o8o13dav7OJZW1YqS/Kha6qOZDZ5qvRQAkoOQiaRLxfFSobrWnN6kg91MZ0+q1OUnjNb9b1bLdDj7vLahRT9/bm1UXfl1jS36zaKPHT23f0GOvnnUcN33RnVc1ikvL8rp0Wprfblo7XB5llCXssJc2yHNer+n3f5K1F3N1pcLt7qPoxnS4X8NZnmMoF/qAscNDyjK1VmTh2rWxIqo/haZ1Q1AImQiRdgdL2VN9EhWGHUyCSPUzXTR2tqgoc1uiIs28NTvbXXcEvmn86fop0+viUvAlKSbTj9EFSX5vT5P/8LxbvrVS1U69whfaLYr2ve7f0GOjhhZ1jXEYI+t59jpPo71Ggz2pe6IkWV6d9MuV/+uUrGXAkBiETKRNpJd2NkS7Ca9q8k3oSfSzTSWWoXRslqynJYdqizNl8djxLWLvKIkP+iXi2hrgUZS39Sue9+o1mXHj9bTq7bENBkmkuPGD3Q0xKDSQfdx8GuwTXMX2gt0wb7UxWNSTCr2UgBIHEIm0oLdws6JaukMdpM+ZVJlxH27UavQCf+WrC277E16sZx5eKWjGppORBqTZ3W3XvFY79nYbnhgWbX+cO7hmruwyvE68HYU5WZp4ZpaR18mbprjrPs4+DWYeoGOWd1A30XIRMqzu/yk16teLTmJbOm0bqZW0H1xzdZeN/pElmyRpCElebrlzEM0e1Klnn3PWemh59+v1QkHOl+D3Q5T0mldgShUEJo9qVJ/vmCqrlqwKqrC9mH3b0rX/v19zZo4WEuqvug+JrfkZHtktnU6ek6ZCysvEegApBJCJlKe3Zm50dYgdLP1M1KXfqJLtvz264fr+AN9ZW8qSpztu7ahRTIVU4H6vGyPsrMMNbXuD1zWJJMHl9foweU1Yb8InHZYpeZrSq/lEkOpLM3XKYcM0SNvbbK1/eKqL3TZ8aP04pq6Hp9Z4IQkuypK8qKeGb98w464jpEEgEQjZCLlxdL659/SOWtiRa8btZvjPO106c+aWBGXsYah/GDBe7rjaz2LijvZ9xd7W3XeUSMc1dT019rhlVXxJzfbo7YOb69WydoIXwROO2yo/uIxgn5ON82ZoLKivB5hbGV1ve2QKUlPr9qit2+c2SPUHTGyzPGs8mtnHqirZozTi2u22n6Ov/mvbuj+78DZ3skYewwAsSJkIuXF2voXqgah3XGedtjt0p81sSKuYw0D7W5u73EuVlkZu62SgSsPxaItTFkiU9KNz3zQ/UUgsHV51sQKWxNIOr2mvF5T/QtybC99Wd/Urnc37erVzfyrsyYFbR0PFBgA3WitDgzi0VyTAJBshEykPLfWFPdvEXUSCu10Uzoptj17UqX+ctFU3fDMB9q9LzFrgFvnYpWVueHpNdrdHLmoeDwmxYSya1+75i9dr4Mqinu1WpYX5ehXZ03SaYcNDfn8YK3SdgVrLT/tsEr9v82jdW+YckfXzhyvq2aM73GNxGNmfDTXJAAkG8tKIuXZWX7SDv8WJieh0A6nxbZnT6rUuz+fpWtnHtirtFCk5RSdCjyXWRMrlJ+Tmt8v73lto654bFWvz6a+qV3fe+I93f5Sz6UZO72mVmzcqbkvfBj0eXYFtj5arztxaKmuOXmcygp7vl+Vpfn6y0VTdfXMA3sFviyPoTMPd7+10ek1CcCZUTcs7PUPsUnNOw0QIFxh55vmTNDchR85WsLOrRVYLNGs1ZzlMXT1zPG68stj9eiKGm2q36eR5YVqaG7X/yzdEOZVeirMzdI+GzOZrXNZWV2vusbEznK3qyXCSj/3vlGtw4eX6bTDKmNquQy0c0+rVmzcqS/2tKhmR5MWrPxMdY37yzdVlOTr2pljNGpgYcSJOFax/XhJdIUCAIgWIRNpI1xhZ4/HcLSEXTShMJxo12qOJShVdJUnKs7P0YUPvBNxe6dLHKaqnz+3Vp9s26O7XnFvbfMf/u29sGWStjW26I9L1umei6aGLRGUiGL7A4vyugMxM88BpDJCJtJKqDqATpewizYUhjsup2s1h5p4ZIc1k9maJOPkXBJdRslt9U1trgZMqfdEm0DWr295/sOwYyLjWWzfkFRamKMf/+P9Hi3RzDwHkKoYk4mMMXtSpZZdP0MLLpumu86brAWXTdOy62cEvfnaGecZGArt7P+ei6aqorRniKsoze81KziWFq+ivCwdVNGv+9icnosVsGn7cq6usVXzwwxliFcrsfXFZfe+9l5DHayZ54vW1sZl3wAQLcM0E7mKsnOGYZRIamhoaFBJSUmyDwcZJh7rodsp7r5i406df//bUR+3IfUKrk7OxWpFldxd6aav+EuIUkKxfq6WwNbwipI8tXR4Q1YjsFqrl10/g65zONbY2KjS0lJJKjVNszHUdtb9+IBr/i5PXmHCji+Zau6Yk+xDSBi714ETdJejTws3zjNadpb2c6PFK7CcjZNzmT2pUpefMFr3v1mtWL9nFuV41NQefsJOpglVSsiNclvXzjxQV355bI/i8F7TDDvuNlQtWABIJrrL0edZofCsycN07NgBCWkJcrPAfDSsGdBurAluBUy771pRblbsO02yUO99pKELhqT/d8LooGWqygpzusoijVdutqfHNbljb2uv7YNJ90ldADILLZlAEsSjwLzd7vJ4zYC2+3pNNsotxerS6aPU3unVo29/Frd9hAp0diah/XT2BL29cadWfLpDku9LzrQxob/guF0NAQASgZAJJEG42ehODCzKk+Rsicx4zoC2K3Btbrf4h+pfPLfW/R34CRfoIg1dyPIYmj5+oKaPH2hrX25XQwCARKC7HEiSULPRK0vz9afzp6i8KPLKPz/+x/t6aU1t2CUyJd8Yws6uVJcKXarRBMyyri7mUN3y184c36OawMjy6CcmhBsxYcj3GUUKdG4Ow4i2GoK1ctFzq7doxcad3dcAACQCLZmAQ3Zmj9sVrsUrJ8uIOAN8W2OLvvfEqrD7CJwUkipdqqdOGqKX126LuN1VJ43V9HGDdPToci2uqrM9g/7iY0fptpc+chRovzN9lGZOrNCuplZ9/4n3JNmreZoITmvBxqNyAgA4QcgEHHAy7tFuEI1UYP6W5z/sscShPyftUlYLplvjQWN10TGj9N5nDSGXuLS6gK+ddVBUM+hzsz267PjRutfGEo/BPsPLN+/uNfveMKTLjh+dtJBm9/ydDJ8A0kVfKieUKQiZgE12b9xutiDNnlRpe9nISKwWTLfGg0bLCo/Txg7QLWdODNpaG67F0E6JKMuNp/m6mO9/s+dMeo8hnXZopWZNHBI0qFmz7wPfG68p3fdGtaaMKEtaSIt0/uEmdpnyvbehSjABgJsImYANdm/cXq+p7z/xnqstSHbL14QSbFJIqK7XRDAlffPIA/Timq0aXJyvuy+YqrkL7XUBR+PG0ybqx185WI+uqNGm+n0aWV6oi48dpdzs4EPS7cy+T+WQFmliFzU1ASQKIRNJ5eb4xniye+P++XNrXW9BcjKGMtS66TfNmdDrffbvel22frvufm1jxNe/5uTx+tt/Po85mP7Rb+3xytJ83TRngsqK8uJyHXR6Tb27aZcGFudp4tDSiK+d7iHN7sSuVJgABiCzETKRNOk0McHuDbm+Kfiyf1L04cRu+ZrTD6vQg8tqeo0hPHnCYM1d+FHI9/nYsQPk9Zq2QuYRI8r0g5PHa2V1veoaW7RqU33MtSjrGlr0/Sfe0z0XTdVZk4fF9FqBornG0j2kUVMTQKqghBGSwhrfGNhiZHUrL1pbm6QjC87NG7LTcGKnfM2Zh1fqgTdres2k9prS4qover3PtQ0tuuKxVbpryTq1dXi14tOdto7lB0++p8VVdTp27ACdM2WYbjlzkipLY3tvgpVZcoOdayxYiZ90D2nWl5JQbbV2SzABQKwImUi4SOMbJfcDR6zs3LgHFOXaei274cQ/AJUW5OruC3rX1Kwo9Y1pfP792qgm8Mxbsl4H3/Sy5r+6wdb2u5vbe3wJsAJwrB3bsS6TGSjSNWZKuu4fa/Sl25fo/Pvf1tVPrtb597+t4+5cql1NrWkd0qKtqQkAbqO7HAmXjmPews3Itm7Vc8+apLkLq1xZlSVUN2+wsYuxruDjNMubkm585oPusaWhJhEV5WY5XkLSrS5oO+/J3tYOBc6psrruLz9htO57ozrkZ33eUSO6Jy6l4jhipzU1ASAeCJlIuHQd82bnxu3xKGwQtdOCFK5UUrCxi4ur6mI6r2js2teu+UvX6+qZB0oKXr/Ra5qOSy+51QUd7bVjTdB6/v3aoLPe+xfmyJQ0b8m67sfiOY44lolxTmqKAkA8EDKRcOk85i3SjTvWFiSnNQ47vab+uXqreyfowMPLa3TVjPE91uP2b3nu9Jq2i75brbxHjCzTio07Yw5FsVw7Vkt6WVGull0/o/uzrtnRpHlL1vfaPl4Fzt2YGOekpigAuI2QiYSzO1s6lce8hbtxx9KC5HQowcrqetU3tUVzGjHb3dzeY0hDsFY3u0XfTUlHjuyvE36ztMfqRtG2ErqxqtEXe1q6P+tOr6nj7lwa8tjdLnDOij0AMgETf5BwfWFighVOzpo8TMeOHWD7XJwOJUj2kAJr/4vW1uq4O5f2mkQjSZefMFqGjdN/YU1dr+UznVYbsCZLvbhmq847aoSzkwlgtYZ2ek09srzadviPVTpOjAOAYGjJRFIwMSE4p0MJkj2kYHBxvl5aU6vvPbGq1+/qusokxcJJK2Gw7uX+hTnq6DS1t7XD9j79W9KDvWY4boT+dJwYBwDBEDKRNExM6M3pUAI3uoVDyc32qK3DG/R31nHs3NOiH/5tddBt3DoeO6EqVPdyw752mZKK8rLU1Bp5prt/S/riqrqgrxmOG6E/XSfGAU7V3DEn2YeAOKO7HEkVbbdypnI6lCDc9rEKFzAlXwH4q55c7bgEUrSsUBVYQL2twxtxslROlkeGIr9HFaX5uueiqZo1sSLi+uX+3Kydmc4T4wDAHy2ZQIoJNZSgrChH50weptKCXHV6zYgz2itL83Xm4ZV6/v3ankMSSvJ0/tEjNKK8UHMXfhRy4pAhX3dzXranx1jJitJ83TRnouYurHL5zMMbXJwftPu6vCg37OQnU9Lufe26duaBevLfn/V6j847aoRGDSzs0ZK+YuNO213kbo8jTveJcQBgIWQCKch/KMHiqjr9c/VW1Te16cHlNXpweU2vWdfhhh78dPaEoI+v2LgzYjjbta9dj3/3GHkMw9UC8E5YoWpXU5u+/0Tv7mu7s+tHDSzsUZIo3PAMJ13Rbo8jtlP4P90nxgHoGwiZQIrK8hhqaG7Tw8trbJWyCVVaKdTjdoPUjr2tPYq/O3lurKwYddOcCZq70H73dTDrt+3Vyup6W+N+7XZF3zRngi6ZPrr79WIpnu6PiXEAMgEhE0hRTguzOxXt2L9Or6kde1pDbO0uK1SVFuTG3HI6/9UNmv/qBlu1N+12WfsHTDeKp/tjYhyAdEfIBFJUvEvZRDP2z2lJn1BCjRcNNUbyudVbYtqfPzsFzZ12WcereDor9gBIZ4RMIEW5UcomXPetW0HKKf8u5lDjRQPZbXUtL8pRfVN72G3stgLb7bKOd4uzXW511QOAW+IeMg3DGCPpYUlTJb0r6b9M09wU7/0C6S7WUjZ2um/dCFJODSzOC7neeSh2W11f/8lJenfTLi3fsF3zX90Y8vXstgLb6bJOheLpbnfVA4AbEtGSeZ+kzyR9S9IfJN0t6fQE7BdIa067s/1bsmp2NGnekvW9nhOs+9aNIOVENPUd7ba65mZ7dOzYAa4WNI8UhJNdPJ11zgGkqriGTMMwciXNkDTJNM1NhmE8KGlBPPcJZAon3dl2x0par3HDMx+oOC9H07oK4AcGqbYOrx5ZXq1N9fs0srxQ/QtzbR1z/4IcNTS3x6W+o5MZ14ksaJ7o4un+XyYGFuXpluftd9XTpQ4gkeLdkpkj6aeSqrt+HiCpOc77BDKGnWAVzVjJ3fvadeGD7wTtUr39pSrd/2Z1j5V8DJs55NvTR+mPS9bHrb6j3RnXiSxonsh9OZ145d9V39DcRpc6gIRyJWQahvG/ks4K8qvfmqZ5W9c2OZJ+KOnRCK+VJynP76FiN44RSFfhglWsYyUDu1Rvf6lK975R3Ws7M8IODPlW3hlRXqhrZo7XgpWf9VolyK0wY2ccZyILmidqX7FMvFpcVWe73ipg4X6MWBlmpLuHnRcxjEGSioL8ardpmrsNw8iW9ISkkZK+bJpmyNZMwzBukXRz4OMNDQ0qKSmJ+ViBTLJi406df//bMb2G1dK29Mdf1iE3L3JlLfKKknydf3TvUkSJlsgJMfHcV6fX1HF3Lo16XGy4pTetz3/Z9TPoOu+jGhsbVVpaKkmlpmk2Wo+Huh8fcM3f5ckrtPXaNXfMcekoEW+hroNYuNKSaZrmdknbg/3OMAyPpCcljZE0M1zA7HK7fBOELMWSNrtxnECmcWMyidWl+uuXqmwFzOL8bO1p6Qi7zbbGFv1xyTrdc9HUpNZ5TGRB83juK9qJV4Z8a95HWj403rPfkba4HyMmiZhd/gtJ4+RrwdwdaWPTNFsldfezGXYHgwF9kFuTSSSpZuc+W9tNG12uS740Wl/sbdXcFz8MWpcykfUhI0lkQfN47SuaLxPWO37O5GF6cHlNXPaBzMb9GLHyxPPFDcOokHStpCu7fu7f9S+u+wX6CmvSiRv/1z9qgL3ur8UffaHrnnpfn+3cF7bwuX8LGWITzZeJitJ83XPRVM2cWBG3fQBAOPFuyTxFUomktwIeHy2pJs77BjJeuEkndllj8n522kQ9/s5ntrrM6xpaNG/JOluvTwtZ7OzMYB9Skqfff2Oyduxt7TU5LFGz3wHAX1xbFE3T/F/TNI0g/2riuV+gL7HKHFWUOm+J8p/9XJCbpcuOH23reU7CbKa2kHV6Ta3YuFPPrd6iFRt3qtONGVMhWF8mJPVqtbZ+vuXMQzR93ECdNXmYju2qf2r3uW7NtAcAf6xdDmQAa9LJvMXrNP/VDbafF1ha6MbTfGEksE5mNDK5hSwZyzg6KUbv5nMBIFqulDCKJ8MwSiQ1UMIIiMxuSaOrThqr6eMGhZz93Nbh1U+fel//XL3V1n5D1YfMxPqLoepVJuqcY1m1hxV/EIzd0jXW/ZgSRpkpZUsYAUgNdlefuXbWQWHDRW62R988aoStkHntzPF68t+fZ0QLWaQQFq74faJm1Mcygz2RM+0BgJAJZBA3V5+xG1ivmjFeV80Yn9ItZHZa8Ox0gUeqV0nNSQDYj5AJZBi3xt85DaypGqrshMdQXeCByy7anSnPjHoAIGQCGcmt1WfSfcKInfA4a2KF7S5wuzPlM3VGPQA4QcgEMpRb4+8SuTSjU+G6we2OnyzOz7HdBW53CEEmzqgHImGSDwIRMgFElIoTRiJ1g9sdP7li405b+/tiT4urY17dwoxxAKmKkImMwg23b7DTDd7a4bX5avbKuFld4Kk0hCAZ9ToBwC5CJjJGsm+4BNzEsNsN/rtzD7f1eseOGainV21x1AWeCkMI7E5WAoBkIWQiIyT7hpvsgNuX2O0Glylb4yenjR0QVRd4MocQpEK9TgCIJK5rlwOJEOmGK/luuPFaW9oKuIHBxwq4i9bWxmW/fZXd8kA7mlptr9kdav33itL8lGwRdFKvEwCShZZMpL1kFsimRSnxnJQROnbsANvjJ1OhC9wu6nUCSAeETKS9ZN5wWQEm8ZyWEXISHlNxFn0w1OsEkA7oLkfaS+YNlxalxLPKCEmRu8H9n3Ps2AE6a/IwHTt2QEq2TjphBe1QZ2HINx6Vep0AkomQibSXzBsuLUrJkW5jKN0WTdAGgESjuxxpL5kFslkBJnnSaQxlPKRSvU4ACIaQiYyQrBtuKq4A05ekyxjKeOnrQRtAaiNkImMk64ZLixKSqa8HbQCpi5CJjJKsGy4tSgD6kpo75iT7EJAGCJmAS9KtRYllMFMHnwWATETIBPoglsFMHXwWADIVJYyAPoZlMFMHnwWATEbIBPqQZK/zjv34LABkOkIm0Ic4WQYT8cVnASDTETKBPoRlMFMHnwWATEfIBPoQlsFMHXwWADIdIRPoQ5K5zjt64rMAkOkImUAfYi2DKalXuGEZzMTiswCQ6QiZQB9jLYNZUdqzG7aiNF/3XDSV2owJxGcBIJNRjB3og1gGM3XwWQDIVIRMoI9Kt2UwMxmfBYBMRHc5AACwbe2tpyT7EJAmCJkAAABwHSETAAAAriNkAgAAwHWETAAAALiOkAkAAADXETIBAADgOkImAAAAXEfIBAAAgOsImQAAAHAdIRMAAACuI2QCAADAdYRMAAAAuI6QCQAAANcRMgEAAOA6QiYAAABcR8gEAACA6wiZAAAAcB0hEwAAAK4jZAIAAMB1hEwAAAC4jpAJAAAA1xEyAQAA4DpCJgAAAFxHyAQAAIDrCJkAAABwHSETAAAAriNkAgAAwHWETAAAALiOkAkAAADXETIBAADgOkImAAAAXEfIBAAAgOsImQAAAHAdIRMAAACuI2QCAADAdYRMAAAAuI6QCQAAANcRMgEAAOA6QiYAAABcR8gEAACA6wiZAAAAcB0hEwAAAK4jZAIAAMB1hEwAAAC4jpAJAAAA1xEyAQAA4DpCJgAAAFxHyAQAAIDrCJkAAABwHSETAAAAriNkAgAAwHWETAAAALiOkAkAAADXETIBAADgOkImAAAAXEfIBAAAgOsImQAAAHAdIRMAAACuS1jINAzjBMMwTMMwvpyofQIAACA5EhIyDcPIkfTnROwLAAAAyZeolsxrJX0hqSFB+wMAAEASZcd7B4ZhDJd0g6TpklbY2D5PUp7fQ8VxOjQAABAC92PEypWWTMMw/tcwjN1B/v23pLsk3Wua5kc2X+5G+Vo8rX+b3ThGAADgCPdjxMSt7vLrJE0O8m+jpCMkzXXwWrdLKvX7N9ylYwQAAPZxP0ZMXOkuN01zu6TtgY8bhnGzpEpJWw3DkHwX6YuGYVxumuYTIV6rVVKr32u4cYgAAMAB7seIVbwn/vxE0kHa37K5R9J3JT0f5/0CAAAgieI68cc0zR2Sdlg/G4bhlVRnmubeeO4XAAAAycWKPwAAAHBd3EsY+TNNs38i9wcAAIDkoCUTAAAAriNkAgAAwHWETAAAALiOkAkAAADXETIBAADgOkImAAAAXEfIBAAAgOsImQAAAHAdIRMAAACuI2QCAADAdYRMAAAAuI6QCQAAANcRMgEAAOA6QiYAAABcR8gEAACA6wiZAAAAcB0hEwAAAK4jZAIAAMB1hEwAAAC4jpAJAAAA1xEyAQAA4DpCJgAAAFxHyAQAAIDrCJkAAABwHSETAAAAriNkAgAAwHXZyT4AuxobG5N9CAAAZByn91fux5kpHp+rYZqm6y/qJsMwhknanOzjAAAgww03TXNLqF8ahjFKUnXiDgdJMto0zRo3XigdWjK3ShouaU+Sj6NYvrCbCscCHz6T1MTnknr4TFJTKn0uxfLdb8Op7/rfVDjeREilzycRrPOtj7ShXSkfMk1fU2vIb1aJYhiG9Z97TNOkryAF8JmkJj6X1MNnkppS7HNxsv9UON64S7HPJ+78ztc1TPwBAACA6wiZAAAAcB0h075WSbd2/S9SA59JauJzST18Jqkp3T6XdDveWHG+MUr52eUAAABIP7RkAgAAwHWETAAAALiOkAkAAADXETIBAADgOkJmFAzDOMEwDNMwjC8n+1ggGYYxxjCM1w3D2GMYxmuGYYxM9jH1VYZhTDUMY7VhGM2GYfzLMIzByT6mvo6/j9SVTveSTP/bNgzj7a7Pwvq3o+vxjDpvwzAqu/7/YLLfYyHPMdbzJ2Q6ZBhGjqQ/J/s40MN9kj6TNEnSTkl3J/dw+ibDMDySnpb0oqTxkpolzUvqQUHi7yMlpdO9pI/8bfeXdIqksq5/YzLtvA3DuFe+pUNP8Hss5Dm6cf6UMHLIMIyfSpotaaqks03TfC25R9S3GYaRK6lF0iTTNKsMwzhN0gLTNEuTfGh9jmEYJ0n6p6QBpml2GIYxVdIySYNM02xK6sH1Ufx9pK50upf0hb9twzBqJZ1gmuZ6v8cy6rwNwxgoqZ+kaklTTNNcHe4cJR0d6nd2z5+WTAcMwxgu6QZJ30/2saBbjqSfyvdHI0kD5Pu2hcSbLmmlaZodXT+vlpQl300UycHfRwpKw3tJX/jb7i/pl13dwqsNwzhEGXbepmnuME2zJuDhcOcY8/kTMgMYhvG/hmHsDvLvvyXdJele0zQ/SvZx9jWhPhdJ15im+TvTNJu7up9+KOnR5B5tn1UhaYf1g2maXkm7JA1J2hH1caZpNvH3kZLS7V6S0X/bXS3++ZI2SJooqUrSA8rw8+4S7hxjPv9s1w4zc1wn6eYgj0+TdJmkixN7OOgS6nPZLUmGYWRLelySV9IvEndYCGAE+ZkxOUnG30fqMAxjtqQjlH73kkz+226XNNw0zS2SZBjGXZLeli9sZvJ5W8KdY0znT0tmANM0t5umWRP4T74BwZWStna1oJVKetEwjAuSeLh9RqjPxTTN3V2Dk5+UNE7SqaZp0h2YHLXyjeORJBmGkSVfF1Rdsg4I3YP3+ftIHd9U+t1LMvpv2/TZ4vfQrq7//UwZfN5dwn22MX/uhEz7fiLpIEmTu/7tkfRdSc8n75DQ5Rfy3UBnmKZZn+yD6cPelHRUV6uZJE2R1CHpveQdEsTfR6pJx3tJRv9tG4ZxumEYG/0eGiFpn6TXlMHn3SXcZxvz587s8ih1fQNN6RmBfYFhGBWSPpFvlqb/+KbGrvEjSJCuFrP18rWa3SNfeZYG0zTTrVswY/D3kfrS4V6S6X/bhmEMkvSppGslvSLfeMxPJF2lDDxvwzBM7Z9dHvKzdeNzpyUT6e4USSWS3pKvi8P6NyKZB9UXdYWWcyWdLt8A+nxJP0rqQYG/D8Qs0/+2TdPcLt8whp9IWiVpi6SfZvp5S+E/WzfOn5ZMAAAAuI6WTAAAALiOkAkAAADXETIBAADgOkImAAAAXEfIBAAAgOsImQAAAHAdIRMAAACuI2QCAADAdYRMAAAAuI6QCQAAANf9fyDHh6oLqCT+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 900x800 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "\n",
    "np.random.seed(19680801)\n",
    "\n",
    "\n",
    "x = np.random.randn(1000)\n",
    "y = np.random.randn(1000)\n",
    "\n",
    "\n",
    "fig, axScatter = plt.subplots(figsize=(9,8),dpi = 100)\n",
    "\n",
    "axScatter.scatter(x, y)\n",
    "axScatter.set_aspect(1.)\n",
    "\n",
    "divider = make_axes_locatable(axScatter)\n",
    "axHistx = divider.append_axes(\"top\", 1.2, pad=0.1, sharex=axScatter)\n",
    "axHisty = divider.append_axes(\"right\", 1.2, pad=0.1, sharey=axScatter)\n",
    "\n",
    "axHistx.xaxis.set_tick_params(labelbottom=False)\n",
    "axHisty.yaxis.set_tick_params(labelleft=False)\n",
    "\n",
    "binwidth = 0.25\n",
    "xymax = max(np.max(np.abs(x)), np.max(np.abs(y)))\n",
    "lim = (int(xymax/binwidth) + 1)*binwidth\n",
    "\n",
    "bins = np.arange(-lim, lim + binwidth, binwidth)\n",
    "axHistx.hist(x, bins=bins)\n",
    "axHisty.hist(y, bins=bins, orientation='horizontal')\n",
    "\n",
    "\n",
    "axHistx.set_yticks([0, 50, 100])\n",
    "\n",
    "axHisty.set_xticks([0, 50, 100])\n",
    "\n",
    "axHistx.text(-2.2,120,\"基础散点图-Gallery精选\",fontsize = 15,bbox=dict(boxstyle='round', fc='yellow', ec='blue',lw=1 ,alpha=0.7))\n",
    "\n",
    "plt.show()\n"
   ]
  }
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